[2025-12-11T20:15:03.404894] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-11T20:15:03.577851] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-11T20:15:03.755700] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-11T20:15:03.928152] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-11T20:15:03.928463] [WARN ] [STATE     ] State set to: WAITING
[2025-12-11T20:15:03.928525] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-11T20:15:03.998837] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-11T20:15:04.002956] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-11), and is a dependency of this service.
[2025-12-11T20:15:04.071068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-11T20:15:04.139619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-11T20:15:04.209099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-11T20:15:04.209408] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-11T20:15:04.209506] [INFO ] [CACHE     ] Starting cache update
[2025-12-11T20:15:04.209560] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-11T20:15:04.214529] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-11T20:15:04.214984] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-11T20:15:04.215046] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-11T20:15:04.215084] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-11T20:15:04.215115] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-11T20:15:04.288094] [DEBUG] [REMOTE    ] Fetched 3605 unique symbols from directory listing.
[2025-12-11T20:15:04.296153] [INFO ] [sig       ] Skipping 3604 symbols with existing configuration
[2025-12-11T20:15:04.297432] [INFO ] [sig       ] Found 1 active symbols to configure
[2025-12-11T20:15:04.297519] [INFO ] [sig       ] Starting parallel configuration with 4 worker processes
[2025-12-11T20:15:04.338945] [INFO ] [CONFIGURE ] WBIY: Configurate test run.
[2025-12-11T20:15:04.339151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-11T20:15:04.357546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-11T20:15:04.358139] [INFO ] [CONFIGURE ] WBIY: Testing with 29 available features
[2025-12-11T20:15:04.358198] [INFO ] [CONFIGURE ] WBIY: Establishing baseline with no features...
[2025-12-11T20:15:04.518714] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:04.670524] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:04.896086] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:05.047083] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:05.199241] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:05.350747] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:05.507181] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-04, Predicted=1.0, Actual=0
[2025-12-11T20:15:05.661144] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:05.816761] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:05.966993] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:05.967098] [INFO ] [CONFIGURE ] WBIY: Baseline score (no features): 30.00%
[2025-12-11T20:15:05.969135] [INFO ] [CONFIGURE ] WBIY: Testing feature 1/29: add_bollinger_bands
[2025-12-11T20:15:05.969210] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands']
[2025-12-11T20:15:06.164317] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:06.363620] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:06.560769] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:06.759137] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:15:06.955216] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:07.156310] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:07.355311] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:07.554191] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:07.760006] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:07.963910] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:07.964060] [INFO ] [CONFIGURE ] WBIY: KEPT add_bollinger_bands (score: 60.00%)
[2025-12-11T20:15:07.965408] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 2/30 | Remaining: 28 | Rate: 32.7/min
[2025-12-11T20:15:07.965476] [INFO ] [CONFIGURE ] WBIY: Testing feature 2/29: add_cumulative_delta
[2025-12-11T20:15:07.965513] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-11T20:15:08.214535] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:08.461104] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:08.707387] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:08.958466] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:15:09.198598] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:09.442622] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:09.680881] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-04, Predicted=1.0, Actual=0
[2025-12-11T20:15:09.929968] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-05, Predicted=1.0, Actual=0
[2025-12-11T20:15:10.183311] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:10.434383] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:10.434558] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-12-11T20:15:10.435808] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 3/30 | Remaining: 27 | Rate: 29.3/min
[2025-12-11T20:15:10.435866] [INFO ] [CONFIGURE ] WBIY: Testing feature 3/29: add_daily_returns
[2025-12-11T20:15:10.435900] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-11T20:15:10.648995] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:10.866264] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:11.082433] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:11.295674] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:15:11.515289] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:11.732293] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:11.959051] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:12.179869] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-05, Predicted=1.0, Actual=0
[2025-12-11T20:15:12.410893] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:12.643719] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:12.643855] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_daily_returns (score: 50.00%)
[2025-12-11T20:15:12.644934] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 4/30 | Remaining: 26 | Rate: 28.8/min
[2025-12-11T20:15:12.644986] [INFO ] [CONFIGURE ] WBIY: Testing feature 4/29: add_ema
[2025-12-11T20:15:12.645020] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-11T20:15:12.900919] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:13.174556] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:13.433055] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:13.690731] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:13.952075] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:14.216629] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:14.482036] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-04, Predicted=1.0, Actual=0
[2025-12-11T20:15:14.750696] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:15.015661] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:15.281158] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:15.281307] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_ema (score: 40.00%)
[2025-12-11T20:15:15.282563] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 5/30 | Remaining: 25 | Rate: 27.3/min
[2025-12-11T20:15:15.282632] [INFO ] [CONFIGURE ] WBIY: Testing feature 5/29: add_exhaustion_signals
[2025-12-11T20:15:15.282666] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-11T20:15:15.552151] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:15.810515] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:16.065045] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:16.318436] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:15:16.573147] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:16.830159] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:17.086659] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:17.342906] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:17.601725] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:17.856797] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:17.856969] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-11T20:15:17.858289] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 6/30 | Remaining: 24 | Rate: 26.5/min
[2025-12-11T20:15:17.858339] [INFO ] [CONFIGURE ] WBIY: Testing feature 6/29: add_failed_moves
[2025-12-11T20:15:17.858372] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-11T20:15:18.064213] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:18.272677] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:18.490684] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:18.706175] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:18.914195] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:19.128684] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:19.341314] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:19.560151] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:19.771188] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:19.981111] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:19.981265] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_failed_moves (score: 60.00%)
[2025-12-11T20:15:19.982492] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 7/30 | Remaining: 23 | Rate: 26.8/min
[2025-12-11T20:15:19.982543] [INFO ] [CONFIGURE ] WBIY: Testing feature 7/29: add_lag_shelf
[2025-12-11T20:15:19.982597] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-12-11T20:15:20.180072] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:20.385730] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:20.600636] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:20.800762] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:20.999286] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:21.200084] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:21.404552] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:21.614941] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:21.823759] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:22.038297] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:22.038479] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_lag_shelf (score: 50.00%)
[2025-12-11T20:15:22.039922] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 8/30 | Remaining: 22 | Rate: 27.1/min
[2025-12-11T20:15:22.039997] [INFO ] [CONFIGURE ] WBIY: Testing feature 8/29: add_macd
[2025-12-11T20:15:22.040053] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-12-11T20:15:22.366512] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:22.680901] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:23.001689] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:23.319602] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:23.633863] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:23.952444] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:24.271728] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:24.595333] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-05, Predicted=1.0, Actual=0
[2025-12-11T20:15:24.923109] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:25.250805] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:25.250976] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_macd (score: 50.00%)
[2025-12-11T20:15:25.252200] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 9/30 | Remaining: 21 | Rate: 25.8/min
[2025-12-11T20:15:25.252254] [INFO ] [CONFIGURE ] WBIY: Testing feature 9/29: add_mfi
[2025-12-11T20:15:25.252288] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-12-11T20:15:25.468115] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:25.681955] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:25.908236] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:26.126477] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:15:26.348873] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:26.593783] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:26.816824] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:27.035452] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:27.254598] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:27.479607] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:27.479760] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_mfi (score: 60.00%)
[2025-12-11T20:15:27.480937] [INFO ] [CONFIGURE ] JOB ETA: 46s | Tests: 10/30 | Remaining: 20 | Rate: 25.9/min
[2025-12-11T20:15:27.480994] [INFO ] [CONFIGURE ] WBIY: Testing feature 10/29: add_momentum_acceleration
[2025-12-11T20:15:27.481029] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-11T20:15:27.776182] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:28.080182] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:28.383511] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:28.685907] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:28.990014] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:29.290903] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:29.599169] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:29.899541] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:30.195994] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:30.510981] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:30.511193] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-12-11T20:15:30.512908] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 11/30 | Remaining: 19 | Rate: 25.2/min
[2025-12-11T20:15:30.512963] [INFO ] [CONFIGURE ] WBIY: Testing feature 11/29: add_obv_daily
[2025-12-11T20:15:30.512996] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-12-11T20:15:30.743319] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:30.970622] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:31.199698] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:31.434053] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:31.669420] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:31.908792] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-03, Predicted=0.0, Actual=1
[2025-12-11T20:15:32.144491] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:32.380984] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:32.616075] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:32.850555] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:32.850717] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_obv_daily (score: 40.00%)
[2025-12-11T20:15:32.851779] [INFO ] [CONFIGURE ] JOB ETA: 43s | Tests: 12/30 | Remaining: 18 | Rate: 25.2/min
[2025-12-11T20:15:32.851834] [INFO ] [CONFIGURE ] WBIY: Testing feature 12/29: add_obv_interval
[2025-12-11T20:15:32.851868] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-12-11T20:15:33.066348] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:33.285835] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:33.504412] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:33.720752] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:33.932876] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:34.152277] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:34.384706] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-04, Predicted=1.0, Actual=0
[2025-12-11T20:15:34.603522] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:34.830590] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:35.050005] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:35.050148] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_obv_interval (score: 40.00%)
[2025-12-11T20:15:35.051298] [INFO ] [CONFIGURE ] JOB ETA: 40s | Tests: 13/30 | Remaining: 17 | Rate: 25.4/min
[2025-12-11T20:15:35.051349] [INFO ] [CONFIGURE ] WBIY: Testing feature 13/29: add_opening_strength
[2025-12-11T20:15:35.051383] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-12-11T20:15:35.296172] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:35.548238] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:35.799297] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:36.052892] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:15:36.308376] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:36.561077] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:36.811830] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-04, Predicted=1.0, Actual=0
[2025-12-11T20:15:37.061185] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:37.312846] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:37.581016] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:37.581164] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_opening_strength (score: 50.00%)
[2025-12-11T20:15:37.582258] [INFO ] [CONFIGURE ] JOB ETA: 38s | Tests: 14/30 | Remaining: 16 | Rate: 25.2/min
[2025-12-11T20:15:37.582310] [INFO ] [CONFIGURE ] WBIY: Testing feature 14/29: add_order_flow_imbalance
[2025-12-11T20:15:37.582342] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-12-11T20:15:37.822616] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:38.050676] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:38.280144] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:38.508755] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:38.745948] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:38.998322] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:39.238299] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:39.472347] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-05, Predicted=1.0, Actual=0
[2025-12-11T20:15:39.714174] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:39.953827] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:39.953984] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-12-11T20:15:39.955224] [INFO ] [CONFIGURE ] JOB ETA: 36s | Tests: 15/30 | Remaining: 15 | Rate: 25.2/min
[2025-12-11T20:15:39.955275] [INFO ] [CONFIGURE ] WBIY: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-11T20:15:39.955327] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-12-11T20:15:40.160742] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:40.368867] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:40.572843] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:40.783742] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:15:40.992761] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:41.203543] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:41.414525] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:41.622231] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:41.835415] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:42.068991] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:42.069127] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-12-11T20:15:42.070325] [INFO ] [CONFIGURE ] JOB ETA: 33s | Tests: 16/30 | Remaining: 14 | Rate: 25.4/min
[2025-12-11T20:15:42.070376] [INFO ] [CONFIGURE ] WBIY: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-11T20:15:42.070408] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-12-11T20:15:42.295551] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:42.530237] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:42.769039] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:42.995501] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:43.220432] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:43.446562] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:43.671853] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:43.903956] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:44.150085] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:44.394167] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:44.394313] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-11T20:15:44.395629] [INFO ] [CONFIGURE ] JOB ETA: 31s | Tests: 17/30 | Remaining: 13 | Rate: 25.4/min
[2025-12-11T20:15:44.395683] [INFO ] [CONFIGURE ] WBIY: Testing feature 17/29: add_pbf_return_2d
[2025-12-11T20:15:44.395717] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-12-11T20:15:44.637853] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:44.870739] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:45.101643] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:45.334168] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:15:45.563149] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:45.790086] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:46.022070] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-04, Predicted=1.0, Actual=0
[2025-12-11T20:15:46.254668] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:46.505603] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:46.750968] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:46.751124] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-12-11T20:15:46.752317] [INFO ] [CONFIGURE ] JOB ETA: 28s | Tests: 18/30 | Remaining: 12 | Rate: 25.4/min
[2025-12-11T20:15:46.752366] [INFO ] [CONFIGURE ] WBIY: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-11T20:15:46.752398] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-12-11T20:15:46.960232] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:47.161662] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:47.366986] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:47.574742] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:47.778899] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:47.983207] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:48.194483] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:48.420236] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:48.635193] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:48.846224] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:48.846358] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-11T20:15:48.847899] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 19/30 | Remaining: 11 | Rate: 25.6/min
[2025-12-11T20:15:48.847966] [INFO ] [CONFIGURE ] WBIY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-11T20:15:48.848023] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-12-11T20:15:49.051923] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:49.254837] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:15:49.460222] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:49.670778] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:49.879900] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:50.091482] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:50.301040] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-04, Predicted=1.0, Actual=0
[2025-12-11T20:15:50.535448] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:50.765750] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:50.990379] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:50.990526] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-12-11T20:15:50.991878] [INFO ] [CONFIGURE ] JOB ETA: 23s | Tests: 20/30 | Remaining: 10 | Rate: 25.7/min
[2025-12-11T20:15:50.991938] [INFO ] [CONFIGURE ] WBIY: Testing feature 20/29: add_price_rejection
[2025-12-11T20:15:50.991972] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-12-11T20:15:51.222527] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:51.448159] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:51.680366] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:51.900081] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:52.127358] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:52.373763] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:52.613524] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:52.848427] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:53.083520] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:53.325441] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:53.325605] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-11T20:15:53.326703] [INFO ] [CONFIGURE ] JOB ETA: 21s | Tests: 21/30 | Remaining: 9 | Rate: 25.7/min
[2025-12-11T20:15:53.326753] [INFO ] [CONFIGURE ] WBIY: Testing feature 21/29: add_range_position
[2025-12-11T20:15:53.326983] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-12-11T20:15:53.576901] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:53.861359] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:54.208269] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:54.551002] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:15:54.883141] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:55.158890] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:55.411331] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:55.664680] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:55.909037] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:15:56.181638] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:56.181832] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_range_position (score: 60.00%)
[2025-12-11T20:15:56.183323] [INFO ] [CONFIGURE ] JOB ETA: 19s | Tests: 22/30 | Remaining: 8 | Rate: 25.4/min
[2025-12-11T20:15:56.183380] [INFO ] [CONFIGURE ] WBIY: Testing feature 22/29: add_realized_volatility
[2025-12-11T20:15:56.183415] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-12-11T20:15:56.515178] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:56.842832] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:15:57.166688] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:15:57.480640] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:15:57.801718] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:15:58.124759] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:15:58.453401] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:15:58.786052] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:15:59.099116] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:15:59.416877] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:15:59.417052] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_realized_volatility (score: 40.00%)
[2025-12-11T20:15:59.418264] [INFO ] [CONFIGURE ] JOB ETA: 17s | Tests: 23/30 | Remaining: 7 | Rate: 25.0/min
[2025-12-11T20:15:59.418324] [INFO ] [CONFIGURE ] WBIY: Testing feature 23/29: add_recent_range_context
[2025-12-11T20:15:59.418360] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-12-11T20:15:59.634131] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:15:59.856173] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:16:00.084104] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:16:00.306411] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:16:00.524673] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:16:00.751878] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:16:00.978203] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-04, Predicted=1.0, Actual=0
[2025-12-11T20:16:01.206125] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:16:01.435520] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:16:01.666242] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:16:01.666501] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_recent_range_context (score: 40.00%)
[2025-12-11T20:16:01.667779] [INFO ] [CONFIGURE ] JOB ETA: 14s | Tests: 24/30 | Remaining: 6 | Rate: 25.1/min
[2025-12-11T20:16:01.667850] [INFO ] [CONFIGURE ] WBIY: Testing feature 24/29: add_rsi
[2025-12-11T20:16:01.667884] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-12-11T20:16:01.936428] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:16:02.206615] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:16:02.476007] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:16:02.747697] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:16:03.025134] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:16:03.302521] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:16:03.578351] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:16:03.877513] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:16:04.160644] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-11T20:16:04.481895] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:16:04.482070] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_rsi (score: 40.00%)
[2025-12-11T20:16:04.483371] [INFO ] [CONFIGURE ] JOB ETA: 12s | Tests: 25/30 | Remaining: 5 | Rate: 24.9/min
[2025-12-11T20:16:04.483429] [INFO ] [CONFIGURE ] WBIY: Testing feature 25/29: add_tick_distribution
[2025-12-11T20:16:04.483465] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-12-11T20:16:04.700550] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:16:04.913636] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:16:05.131338] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:16:05.364593] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:16:05.578871] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:16:05.793750] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:16:06.022944] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:16:06.254284] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:16:06.487627] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:16:06.732084] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:16:06.732238] [INFO ] [CONFIGURE ] WBIY: KEPT add_tick_distribution (score: 70.00%)
[2025-12-11T20:16:06.733475] [INFO ] [CONFIGURE ] JOB ETA: 10s | Tests: 26/30 | Remaining: 4 | Rate: 25.0/min
[2025-12-11T20:16:06.733531] [INFO ] [CONFIGURE ] WBIY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-11T20:16:06.733565] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-12-11T20:16:06.980047] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:16:07.219939] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:16:07.461946] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:16:07.708661] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-11T20:16:07.951223] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:16:08.196851] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:16:08.442401] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:16:08.692875] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:16:08.932948] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:16:09.178065] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-09, Predicted=1.0, Actual=1
[2025-12-11T20:16:09.178231] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-12-11T20:16:09.179402] [INFO ] [CONFIGURE ] JOB ETA: 7s | Tests: 27/30 | Remaining: 3 | Rate: 25.0/min
[2025-12-11T20:16:09.179453] [INFO ] [CONFIGURE ] WBIY: Testing feature 27/29: add_volume_price_divergence
[2025-12-11T20:16:09.179486] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-12-11T20:16:09.269034] [FATAL] [FORECASTER] Failed to test lookback=11: [20:16:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:09.359296] [FATAL] [FORECASTER] Failed to test lookback=10: [20:16:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:09.451721] [FATAL] [FORECASTER] Failed to test lookback=9: [20:16:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:09.543593] [FATAL] [FORECASTER] Failed to test lookback=8: [20:16:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:09.634723] [FATAL] [FORECASTER] Failed to test lookback=7: [20:16:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:09.726024] [FATAL] [FORECASTER] Failed to test lookback=6: [20:16:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:09.816958] [FATAL] [FORECASTER] Failed to test lookback=5: [20:16:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:09.909001] [FATAL] [FORECASTER] Failed to test lookback=4: [20:16:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:10.003041] [FATAL] [FORECASTER] Failed to test lookback=3: [20:16:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:10.096979] [FATAL] [FORECASTER] Failed to test lookback=2: [20:16:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5f788a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5f78beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5f78be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5f78bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5f78b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5f787b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5fa1269056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5fa126474d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5fa126764e]


[2025-12-11T20:16:10.097187] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-12-11T20:16:10.098330] [INFO ] [CONFIGURE ] JOB ETA: 5s | Tests: 28/30 | Remaining: 2 | Rate: 25.5/min
[2025-12-11T20:16:10.098381] [INFO ] [CONFIGURE ] WBIY: Testing feature 28/29: add_volume_profile
[2025-12-11T20:16:10.098412] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_profile']
[2025-12-11T20:16:10.321097] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:16:10.563886] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-11T20:16:10.798542] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:16:11.025262] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:16:11.260308] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:16:11.499485] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:16:11.742893] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:16:11.992177] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-05, Predicted=0.0, Actual=0
[2025-12-11T20:16:12.234501] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:16:12.465229] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-09, Predicted=1.0, Actual=1
[2025-12-11T20:16:12.465377] [INFO ] [CONFIGURE ] WBIY: KEPT add_volume_profile (score: 80.00%)
[2025-12-11T20:16:12.466938] [INFO ] [CONFIGURE ] JOB ETA: 2s | Tests: 29/30 | Remaining: 1 | Rate: 25.5/min
[2025-12-11T20:16:12.466989] [INFO ] [CONFIGURE ] WBIY: Testing feature 29/29: add_vwap
[2025-12-11T20:16:12.467022] [INFO ] [CONFIGURE ] WBIY: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_profile', 'add_vwap']
[2025-12-11T20:16:12.724347] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-11T20:16:12.983105] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-11T20:16:13.250462] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-11T20:16:13.523994] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-11T20:16:13.788653] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-11T20:16:14.059830] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-03, Predicted=1.0, Actual=1
[2025-12-11T20:16:14.327441] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-04, Predicted=0.0, Actual=0
[2025-12-11T20:16:14.605834] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-05, Predicted=1.0, Actual=0
[2025-12-11T20:16:14.872271] [DEBUG] [FORECASTER] WBIY: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-11T20:16:15.133397] [DEBUG] [FORECASTER] WBIY: Forecast INCORRECT: Date=2025-12-09, Predicted=0.0, Actual=1
[2025-12-11T20:16:15.133566] [INFO ] [CONFIGURE ] WBIY: DISCARDED add_vwap (score: 50.00%)
[2025-12-11T20:16:15.134724] [INFO ] [CONFIGURE ] JOB ETA: 0s | Tests: 30/30 | Remaining: 0 | Rate: 25.4/min
[2025-12-11T20:16:15.134777] [INFO ] [CONFIGURE ] WBIY: ===== FEATURE SELECTION COMPLETE =====
[2025-12-11T20:16:15.134807] [INFO ] [CONFIGURE ] WBIY: Best accuracy: 80.00%
[2025-12-11T20:16:15.134838] [INFO ] [CONFIGURE ] WBIY: Best feature set (3 features): ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_profile']
[2025-12-11T20:16:15.134865] [INFO ] [CONFIGURE ] WBIY: Improvement over baseline: 50.00%
[2025-12-11T20:16:15.134890] [INFO ] [CONFIGURE ] WBIY: Total time: 1.2 minutes
[2025-12-11T20:16:15.134915] [INFO ] [CONFIGURE ] WBIY: Average time per feature: 2.4 seconds
[2025-12-11T20:16:15.134941] [INFO ] [CONFIGURE ] WBIY: Average speed: 0.42 features/sec
[2025-12-11T20:16:15.135291] [INFO ] [LOCAL     ] Saved configuration for WBIY: 3 features, 80.00% accuracy -> ./output/feature-sets/WBIY.json
[2025-12-11T20:16:15.135333] [INFO ] [CONFIGURE ] WBIY: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-12-11T20:16:15.136124] [INFO ] [sig       ] [1/1] WBIY OK in 1m 11s. ETA: 0.0s. Rate: 0.8 sym/min
[2025-12-11T20:16:15.153312] [INFO ] [sig       ] ==================================================
[2025-12-11T20:16:15.153426] [INFO ] [sig       ] Parallel configuration completed in 1m 11s
[2025-12-11T20:16:15.153474] [INFO ] [sig       ] Success rate: 100.0% (1/1 symbols)
[2025-12-11T20:16:15.734223] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION (PARALLEL)'
[2025-12-11T20:16:15.734411] [INFO ] [sig       ] Email notification sent
[2025-12-11T20:16:15.744460] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-11T20:16:15.744681] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-11T20:16:15.951643] [DEBUG] [REMOTE    ] Fetched 3605 unique symbols from directory listing.
[2025-12-11T20:16:15.955755] [INFO ] [sig       ] Found 3605 active symbols to forecast
[2025-12-11T20:16:15.958789] [INFO ] [sig       ] [1/3605] Forecasting A...
[2025-12-11T20:16:15.958857] [INFO ] [sig       ] Generating forecast for: A
[2025-12-11T20:16:15.958896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-11T20:16:15.972107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-11T20:16:15.972494] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-11T20:16:15.973514] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-11T20:16:15.973589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:15.973627] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:15.973654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:15.973717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:16.032723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:16.033797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:16.033905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:16.033941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:16.159613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:16.159773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:16.159816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:16.159845] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:16.163544] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=66.24%)
[2025-12-11T20:16:16.163895] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-11T20:16:16.164054] [INFO ] [sig       ] A: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:16.304668] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/A.txt
[2025-12-11T20:16:16.304824] [INFO ] [sig       ] [1/3605] Completed A in 0.3s | 2.89 sym/s | Total: 0.3s | ETA: 20.8m
[2025-12-11T20:16:16.304869] [INFO ] [sig       ] [2/3605] Forecasting AAL...
[2025-12-11T20:16:16.304900] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-11T20:16:16.304934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-11T20:16:16.316721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-11T20:16:16.317094] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-11T20:16:16.318156] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-11T20:16:16.318211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:16.318242] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:16.318267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:16.318520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:16.374737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:16.375641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:16.375747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:16.375797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:16.498718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:16.498872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:16.498912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:16.498940] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:16.502324] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-11T20:16:16.502622] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-11T20:16:16.502755] [INFO ] [sig       ] AAL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:16.643068] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AAL.txt
[2025-12-11T20:16:16.643209] [INFO ] [sig       ] [2/3605] Completed AAL in 0.3s | 2.92 sym/s | Total: 0.7s | ETA: 20.5m
[2025-12-11T20:16:16.643248] [INFO ] [sig       ] [3/3605] Forecasting AAOI...
[2025-12-11T20:16:16.643276] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-11T20:16:16.643304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-11T20:16:16.656869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-11T20:16:16.657286] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-11T20:16:16.658393] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-11T20:16:16.658446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:16.658478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:16.658503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:16.658567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:16.717569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:16.718425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:16.718509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:16.718540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:16.847521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:16.847713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:16.847760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:16.847792] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:16.852639] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-11T20:16:16.852940] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-11T20:16:16.853082] [INFO ] [sig       ] AAOI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:16.990589] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AAOI.txt
[2025-12-11T20:16:16.990740] [INFO ] [sig       ] [3/3605] Completed AAOI in 0.3s | 2.91 sym/s | Total: 1.0s | ETA: 20.7m
[2025-12-11T20:16:16.990779] [INFO ] [sig       ] [4/3605] Forecasting AAON...
[2025-12-11T20:16:16.990808] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-11T20:16:16.990837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-11T20:16:17.001936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-11T20:16:17.002233] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-11T20:16:17.003038] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-11T20:16:17.003090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:17.003122] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:17.003150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:17.003216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:17.060971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:17.061630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:17.061707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:17.061738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:17.177206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:17.177347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:17.177386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:17.177414] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:17.180784] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-12-11T20:16:17.181061] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-11T20:16:17.181193] [INFO ] [sig       ] AAON: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:17.318795] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AAON.txt
[2025-12-11T20:16:17.318920] [INFO ] [sig       ] [4/3605] Completed AAON in 0.3s | 2.94 sym/s | Total: 1.4s | ETA: 20.4m
[2025-12-11T20:16:17.318958] [INFO ] [sig       ] [5/3605] Forecasting AAP...
[2025-12-11T20:16:17.318987] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-11T20:16:17.319018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-11T20:16:17.330680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-11T20:16:17.330963] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-11T20:16:17.331777] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-11T20:16:17.331827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:17.331857] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:17.331883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:17.331938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:17.388498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:17.389380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:17.389463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:17.389495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:17.508068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:17.508231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:17.508271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:17.508298] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:17.511704] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-12-11T20:16:17.511981] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-11T20:16:17.512109] [INFO ] [sig       ] AAP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:17.653497] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AAP.txt
[2025-12-11T20:16:17.653671] [INFO ] [sig       ] [5/3605] Completed AAP in 0.3s | 2.95 sym/s | Total: 1.7s | ETA: 20.3m
[2025-12-11T20:16:17.653715] [INFO ] [sig       ] [6/3605] Forecasting AAPB...
[2025-12-11T20:16:17.653744] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-11T20:16:17.653774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-11T20:16:17.665190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-11T20:16:17.665473] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-11T20:16:17.666278] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-11T20:16:17.666340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:17.666374] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:17.666402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:17.666459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:17.724301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:17.724985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:17.725066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:17.725098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:17.841494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:17.841648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:17.841688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:17.841718] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:17.845074] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=37.49%)
[2025-12-11T20:16:17.845359] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-11T20:16:17.845487] [INFO ] [sig       ] AAPB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:17.985741] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AAPB.txt
[2025-12-11T20:16:17.985862] [INFO ] [sig       ] [6/3605] Completed AAPB in 0.3s | 2.96 sym/s | Total: 2.0s | ETA: 20.3m
[2025-12-11T20:16:17.985902] [INFO ] [sig       ] [7/3605] Forecasting AAPD...
[2025-12-11T20:16:17.985931] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-11T20:16:17.985960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-11T20:16:17.997632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-11T20:16:17.997940] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-11T20:16:17.998738] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-11T20:16:17.998788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:17.998844] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:17.998872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:17.998929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:18.055703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:18.056304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:18.056381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:18.056412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:18.177163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:18.177318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:18.177371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:18.177401] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:18.180883] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-12-11T20:16:18.181169] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-11T20:16:18.181300] [INFO ] [sig       ] AAPD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:18.322227] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AAPD.txt
[2025-12-11T20:16:18.322356] [INFO ] [sig       ] [7/3605] Completed AAPD in 0.3s | 2.96 sym/s | Total: 2.4s | ETA: 20.2m
[2025-12-11T20:16:18.322397] [INFO ] [sig       ] [8/3605] Forecasting AAPL...
[2025-12-11T20:16:18.322428] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-11T20:16:18.322457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-11T20:16:18.333897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-11T20:16:18.334169] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-11T20:16:18.334958] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-11T20:16:18.335009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:18.335040] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:18.335065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:18.335122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:18.392223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:18.392883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:18.392962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:18.392992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:18.515990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:18.516127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:18.516165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:18.516194] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:18.519502] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=73.16%)
[2025-12-11T20:16:18.519789] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-11T20:16:18.519913] [INFO ] [sig       ] AAPL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:18.679971] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AAPL.txt
[2025-12-11T20:16:18.680105] [INFO ] [sig       ] [8/3605] Completed AAPL in 0.4s | 2.94 sym/s | Total: 2.7s | ETA: 20.4m
[2025-12-11T20:16:18.680143] [INFO ] [sig       ] [9/3605] Forecasting AAXJ...
[2025-12-11T20:16:18.680172] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-11T20:16:18.680202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-11T20:16:18.691309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-11T20:16:18.691585] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-11T20:16:18.692385] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-11T20:16:18.692438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:18.692470] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:18.692496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:18.692552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:18.748845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:18.749463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:18.749538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:18.749569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:18.871396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:18.871535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:18.871590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:18.871621] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:18.874954] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-11T20:16:18.875233] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-11T20:16:18.875363] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:19.016554] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AAXJ.txt
[2025-12-11T20:16:19.016706] [INFO ] [sig       ] [9/3605] Completed AAXJ in 0.3s | 2.94 sym/s | Total: 3.1s | ETA: 20.4m
[2025-12-11T20:16:19.016745] [INFO ] [sig       ] [10/3605] Forecasting AB...
[2025-12-11T20:16:19.016775] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-11T20:16:19.016805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-11T20:16:19.028327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-11T20:16:19.028641] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-11T20:16:19.029406] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-11T20:16:19.029458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:19.029489] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:19.029515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:19.029597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:19.087687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:19.088360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:19.088654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:19.088692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:19.207997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:19.208149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:19.208189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:19.208254] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:19.211687] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=60.79%)
[2025-12-11T20:16:19.211992] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-11T20:16:19.212128] [INFO ] [sig       ] AB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:19.353867] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AB.txt
[2025-12-11T20:16:19.353998] [INFO ] [sig       ] [10/3605] Completed AB in 0.3s | 2.95 sym/s | Total: 3.4s | ETA: 20.3m
[2025-12-11T20:16:19.354037] [INFO ] [sig       ] [11/3605] Forecasting ABCB...
[2025-12-11T20:16:19.354066] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-11T20:16:19.354095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-11T20:16:19.365222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-11T20:16:19.365489] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-11T20:16:19.366264] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-11T20:16:19.366315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:19.366346] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:19.366371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:19.366426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:19.424420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:19.425081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:19.425160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:19.425193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:19.544062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:19.544214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:19.544269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:19.544299] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:19.547688] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=29.51%)
[2025-12-11T20:16:19.548000] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-11T20:16:19.548122] [INFO ] [sig       ] ABCB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:19.693700] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ABCB.txt
[2025-12-11T20:16:19.693857] [INFO ] [sig       ] [11/3605] Completed ABCB in 0.3s | 2.95 sym/s | Total: 3.7s | ETA: 20.3m
[2025-12-11T20:16:19.693899] [INFO ] [sig       ] [12/3605] Forecasting ABCL...
[2025-12-11T20:16:19.693926] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-11T20:16:19.693955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-11T20:16:19.705467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-11T20:16:19.705750] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-11T20:16:19.706512] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-11T20:16:19.706562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:19.706611] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:19.706638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:19.706694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:19.763829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:19.764483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:19.764563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:19.764615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:19.886752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:19.886919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:19.886960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:19.886990] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:19.890436] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2025-12-11T20:16:19.890733] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-11T20:16:19.890864] [INFO ] [sig       ] ABCL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:20.029547] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ABCL.txt
[2025-12-11T20:16:20.029703] [INFO ] [sig       ] [12/3605] Completed ABCL in 0.3s | 2.95 sym/s | Total: 4.1s | ETA: 20.3m
[2025-12-11T20:16:20.029744] [INFO ] [sig       ] [13/3605] Forecasting ABEO...
[2025-12-11T20:16:20.029772] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-11T20:16:20.029802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-11T20:16:20.041231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-11T20:16:20.041518] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-11T20:16:20.042305] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-11T20:16:20.042356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:20.042387] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:20.042413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:20.042469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:20.099194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:20.099904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:20.099983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:20.100015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:20.218605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:20.218762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:20.218820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:20.218847] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:20.222183] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=60.75%)
[2025-12-11T20:16:20.222458] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-11T20:16:20.222602] [INFO ] [sig       ] ABEO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:20.360829] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ABEO.txt
[2025-12-11T20:16:20.360958] [INFO ] [sig       ] [13/3605] Completed ABEO in 0.3s | 2.95 sym/s | Total: 4.4s | ETA: 20.3m
[2025-12-11T20:16:20.360996] [INFO ] [sig       ] [14/3605] Forecasting ABG...
[2025-12-11T20:16:20.361025] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-11T20:16:20.361054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-11T20:16:20.372126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-11T20:16:20.372451] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-11T20:16:20.373234] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-11T20:16:20.373285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:20.373316] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:20.373342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:20.373397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:20.430694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:20.431459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:20.431540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:20.431589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:20.548333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:20.548485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:20.548525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:20.548552] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:20.551984] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=24.32%)
[2025-12-11T20:16:20.552269] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-11T20:16:20.552393] [INFO ] [sig       ] ABG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:20.699641] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ABG.txt
[2025-12-11T20:16:20.699798] [INFO ] [sig       ] [14/3605] Completed ABG in 0.3s | 2.95 sym/s | Total: 4.7s | ETA: 20.3m
[2025-12-11T20:16:20.699839] [INFO ] [sig       ] [15/3605] Forecasting ABL...
[2025-12-11T20:16:20.699868] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-11T20:16:20.699897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-11T20:16:20.711192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-11T20:16:20.711521] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-11T20:16:20.712329] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-11T20:16:20.712382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:20.712412] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:20.712437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:20.712492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:20.769165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:20.770016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:20.770096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:20.770127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:20.888617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:20.888779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:20.888821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:20.888849] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:20.892539] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-11T20:16:20.892948] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-11T20:16:20.893105] [INFO ] [sig       ] ABL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:21.032591] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ABL.txt
[2025-12-11T20:16:21.032726] [INFO ] [sig       ] [15/3605] Completed ABL in 0.3s | 2.96 sym/s | Total: 5.1s | ETA: 20.2m
[2025-12-11T20:16:21.032766] [INFO ] [sig       ] [16/3605] Forecasting ABM...
[2025-12-11T20:16:21.032796] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-11T20:16:21.032825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-11T20:16:21.044412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-11T20:16:21.044696] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-11T20:16:21.045462] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-11T20:16:21.045512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:21.045543] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:21.045568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:21.045652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:21.106079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:21.106857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:21.106936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:21.106968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:21.223056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:21.223205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:21.223243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:21.223272] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:21.226738] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-11T20:16:21.227022] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-11T20:16:21.227152] [INFO ] [sig       ] ABM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:21.370498] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ABM.txt
[2025-12-11T20:16:21.370673] [INFO ] [sig       ] [16/3605] Completed ABM in 0.3s | 2.96 sym/s | Total: 5.4s | ETA: 20.2m
[2025-12-11T20:16:21.370715] [INFO ] [sig       ] [17/3605] Forecasting ABNB...
[2025-12-11T20:16:21.370745] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-11T20:16:21.370775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-11T20:16:21.382758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-11T20:16:21.383167] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-11T20:16:21.384010] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-11T20:16:21.384063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:21.384107] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:21.384135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:21.384190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:21.443813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:21.444747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:21.444836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:21.444899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:21.570006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:21.570155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:21.570196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:21.570224] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:21.573722] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=70.35%)
[2025-12-11T20:16:21.574006] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-11T20:16:21.574134] [INFO ] [sig       ] ABNB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:21.713655] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ABNB.txt
[2025-12-11T20:16:21.713794] [INFO ] [sig       ] [17/3605] Completed ABNB in 0.3s | 2.95 sym/s | Total: 5.8s | ETA: 20.2m
[2025-12-11T20:16:21.713835] [INFO ] [sig       ] [18/3605] Forecasting ABOS...
[2025-12-11T20:16:21.713864] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-11T20:16:21.713894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-11T20:16:21.725827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-11T20:16:21.726155] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-11T20:16:21.727181] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-11T20:16:21.727233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:21.727264] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:21.727289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:21.727344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:21.790051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:21.790915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:21.790995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:21.791027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:21.912365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:21.912513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:21.912552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:21.912598] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:21.915954] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2025-12-11T20:16:21.916225] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-11T20:16:21.916347] [INFO ] [sig       ] ABOS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:22.060887] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ABOS.txt
[2025-12-11T20:16:22.061033] [INFO ] [sig       ] [18/3605] Completed ABOS in 0.3s | 2.95 sym/s | Total: 6.1s | ETA: 20.3m
[2025-12-11T20:16:22.061071] [INFO ] [sig       ] [19/3605] Forecasting ABSI...
[2025-12-11T20:16:22.061100] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-11T20:16:22.061129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-11T20:16:22.072823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-11T20:16:22.073124] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-11T20:16:22.073923] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-11T20:16:22.073976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:22.074007] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:22.074033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:22.074090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:22.130515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:22.131174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:22.131251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:22.131283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:22.251501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:22.251663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:22.251703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:22.251731] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:22.255045] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=42.52%)
[2025-12-11T20:16:22.255313] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-11T20:16:22.255434] [INFO ] [sig       ] ABSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:22.395827] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ABSI.txt
[2025-12-11T20:16:22.395960] [INFO ] [sig       ] [19/3605] Completed ABSI in 0.3s | 2.95 sym/s | Total: 6.4s | ETA: 20.2m
[2025-12-11T20:16:22.395999] [INFO ] [sig       ] [20/3605] Forecasting ABUS...
[2025-12-11T20:16:22.396028] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-11T20:16:22.396057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-11T20:16:22.408057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-11T20:16:22.408352] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-11T20:16:22.409123] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-11T20:16:22.409174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:22.409205] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:22.409232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:22.409287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:22.465840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:22.466485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:22.466562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:22.466611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:22.579381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:22.579539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:22.579598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:22.579629] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:22.582969] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-11T20:16:22.583241] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-11T20:16:22.583364] [INFO ] [sig       ] ABUS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:22.721604] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ABUS.txt
[2025-12-11T20:16:22.721774] [INFO ] [sig       ] [20/3605] Completed ABUS in 0.3s | 2.96 sym/s | Total: 6.8s | ETA: 20.2m
[2025-12-11T20:16:22.721816] [INFO ] [sig       ] [21/3605] Forecasting ABVC...
[2025-12-11T20:16:22.721852] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-11T20:16:22.721883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-11T20:16:22.733017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-11T20:16:22.733361] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-11T20:16:22.734152] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-11T20:16:22.734203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:22.734234] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:22.734260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:22.734317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:22.790569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:22.791425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:22.791509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:22.791541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:22.908862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:22.909014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:22.909053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:22.909082] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:22.912403] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-11T20:16:22.912698] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-11T20:16:22.912824] [INFO ] [sig       ] ABVC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:23.048762] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ABVC.txt
[2025-12-11T20:16:23.048894] [INFO ] [sig       ] [21/3605] Completed ABVC in 0.3s | 2.96 sym/s | Total: 7.1s | ETA: 20.2m
[2025-12-11T20:16:23.048935] [INFO ] [sig       ] [22/3605] Forecasting ABVE...
[2025-12-11T20:16:23.048963] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-11T20:16:23.048993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-11T20:16:23.060860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-11T20:16:23.061184] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-11T20:16:23.061977] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-11T20:16:23.062028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:23.062058] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:23.062084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:23.062139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:23.118324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:23.119028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:23.119105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:23.119137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:23.242280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:23.242430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:23.242470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:23.242498] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:23.245826] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-12-11T20:16:23.246100] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-11T20:16:23.246222] [INFO ] [sig       ] ABVE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:23.383897] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ABVE.txt
[2025-12-11T20:16:23.384034] [INFO ] [sig       ] [22/3605] Completed ABVE in 0.3s | 2.96 sym/s | Total: 7.4s | ETA: 20.2m
[2025-12-11T20:16:23.384072] [INFO ] [sig       ] [23/3605] Forecasting ABVX...
[2025-12-11T20:16:23.384102] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-11T20:16:23.384132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-11T20:16:23.395170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-11T20:16:23.395541] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-11T20:16:23.396344] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-11T20:16:23.396395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:23.396426] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:23.396452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:23.396508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:23.453048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:23.453858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:23.453940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:23.453972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:23.572438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:23.572632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:23.572677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:23.572706] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:23.576121] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=46.83%)
[2025-12-11T20:16:23.576423] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-11T20:16:23.576556] [INFO ] [sig       ] ABVX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:23.713878] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ABVX.txt
[2025-12-11T20:16:23.714006] [INFO ] [sig       ] [23/3605] Completed ABVX in 0.3s | 2.97 sym/s | Total: 7.8s | ETA: 20.1m
[2025-12-11T20:16:23.714045] [INFO ] [sig       ] [24/3605] Forecasting ACA...
[2025-12-11T20:16:23.714073] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-11T20:16:23.714103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-11T20:16:23.725284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-11T20:16:23.725623] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-11T20:16:23.726382] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-11T20:16:23.726433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:23.726489] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:23.726517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:23.726591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:23.783372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:23.784077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:23.784155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:23.784186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:23.907222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:23.907395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:23.907438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:23.907507] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:23.911094] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-12-11T20:16:23.911397] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-11T20:16:23.911531] [INFO ] [sig       ] ACA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:24.054879] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACA.txt
[2025-12-11T20:16:24.055048] [INFO ] [sig       ] [24/3605] Completed ACA in 0.3s | 2.96 sym/s | Total: 8.1s | ETA: 20.1m
[2025-12-11T20:16:24.055088] [INFO ] [sig       ] [25/3605] Forecasting ACAD...
[2025-12-11T20:16:24.055118] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-11T20:16:24.055148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-11T20:16:24.066875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-11T20:16:24.067256] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-11T20:16:24.068117] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-11T20:16:24.068170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:24.068200] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:24.068226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:24.068282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:24.128822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:24.129913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:24.130002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:24.130034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:24.254713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:24.254868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:24.254910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:24.254938] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:24.258437] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=30.24%)
[2025-12-11T20:16:24.258796] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-11T20:16:24.258939] [INFO ] [sig       ] ACAD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:24.399528] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACAD.txt
[2025-12-11T20:16:24.399697] [INFO ] [sig       ] [25/3605] Completed ACAD in 0.3s | 2.96 sym/s | Total: 8.4s | ETA: 20.1m
[2025-12-11T20:16:24.399736] [INFO ] [sig       ] [26/3605] Forecasting ACB...
[2025-12-11T20:16:24.399767] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-11T20:16:24.399797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-11T20:16:24.411873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-11T20:16:24.412270] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-11T20:16:24.413082] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-11T20:16:24.413135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:24.413167] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:24.413193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:24.413250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:24.471495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:24.472436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:24.472543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:24.472630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:24.595208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:24.595366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:24.595407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:24.595434] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:24.598870] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-11T20:16:24.599149] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-11T20:16:24.599281] [INFO ] [sig       ] ACB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:24.741111] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACB.txt
[2025-12-11T20:16:24.741273] [INFO ] [sig       ] [26/3605] Completed ACB in 0.3s | 2.96 sym/s | Total: 8.8s | ETA: 20.1m
[2025-12-11T20:16:24.741314] [INFO ] [sig       ] [27/3605] Forecasting ACCO...
[2025-12-11T20:16:24.741345] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-11T20:16:24.741378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-11T20:16:24.754516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-11T20:16:24.754833] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-11T20:16:24.755641] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-11T20:16:24.755692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:24.755722] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:24.755747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:24.755802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:24.817551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:24.818492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:24.818596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:24.818632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:24.948627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:24.948782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:24.948824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:24.948891] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:24.952524] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-11T20:16:24.952882] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-11T20:16:24.953027] [INFO ] [sig       ] ACCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:25.096887] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACCO.txt
[2025-12-11T20:16:25.097043] [INFO ] [sig       ] [27/3605] Completed ACCO in 0.4s | 2.95 sym/s | Total: 9.1s | ETA: 20.2m
[2025-12-11T20:16:25.097084] [INFO ] [sig       ] [28/3605] Forecasting ACDC...
[2025-12-11T20:16:25.097114] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-11T20:16:25.097144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-11T20:16:25.108416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-11T20:16:25.108760] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-11T20:16:25.109523] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-11T20:16:25.109593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:25.109626] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:25.109663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:25.109720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:25.168816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:25.169701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:25.169787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:25.169819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:25.281892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:25.282040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:25.282079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:25.282106] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:25.285413] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=60.04%)
[2025-12-11T20:16:25.285698] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-11T20:16:25.285825] [INFO ] [sig       ] ACDC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:25.425877] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACDC.txt
[2025-12-11T20:16:25.426029] [INFO ] [sig       ] [28/3605] Completed ACDC in 0.3s | 2.96 sym/s | Total: 9.5s | ETA: 20.2m
[2025-12-11T20:16:25.426069] [INFO ] [sig       ] [29/3605] Forecasting ACEL...
[2025-12-11T20:16:25.426097] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-11T20:16:25.426128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-11T20:16:25.437866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-11T20:16:25.438222] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-11T20:16:25.439028] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-11T20:16:25.439080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:25.439111] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:25.439136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:25.439193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:25.496885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:25.497850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:25.497943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:25.497976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:25.615762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:25.615922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:25.615963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:25.615992] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:25.619974] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-11T20:16:25.620275] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-11T20:16:25.620411] [INFO ] [sig       ] ACEL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:25.763816] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACEL.txt
[2025-12-11T20:16:25.763953] [INFO ] [sig       ] [29/3605] Completed ACEL in 0.3s | 2.96 sym/s | Total: 9.8s | ETA: 20.2m
[2025-12-11T20:16:25.763991] [INFO ] [sig       ] [30/3605] Forecasting ACGL...
[2025-12-11T20:16:25.764020] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-11T20:16:25.764051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-11T20:16:25.776030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-11T20:16:25.776399] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-11T20:16:25.777222] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-11T20:16:25.777274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:25.777307] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:25.777334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:25.777391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:25.835085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:25.836013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:25.836099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:25.836132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:25.953911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:25.954066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:25.954107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:25.954134] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:25.957507] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=61.26%)
[2025-12-11T20:16:25.957830] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-11T20:16:25.957966] [INFO ] [sig       ] ACGL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:26.104552] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACGL.txt
[2025-12-11T20:16:26.104722] [INFO ] [sig       ] [30/3605] Completed ACGL in 0.3s | 2.96 sym/s | Total: 10.1s | ETA: 20.2m
[2025-12-11T20:16:26.104762] [INFO ] [sig       ] [31/3605] Forecasting ACGLN...
[2025-12-11T20:16:26.104792] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-11T20:16:26.104821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-11T20:16:26.117873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-11T20:16:26.118313] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-11T20:16:26.119318] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-11T20:16:26.119380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:26.119421] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:26.119456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:26.119533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:26.181441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:26.182301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:26.182382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:26.182414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:26.299834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:26.299990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:26.300030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:26.300058] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:26.303588] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=32.32%)
[2025-12-11T20:16:26.303856] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-11T20:16:26.303982] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:26.447256] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACGLN.txt
[2025-12-11T20:16:26.447413] [INFO ] [sig       ] [31/3605] Completed ACGLN in 0.3s | 2.96 sym/s | Total: 10.5s | ETA: 20.2m
[2025-12-11T20:16:26.447452] [INFO ] [sig       ] [32/3605] Forecasting ACGLO...
[2025-12-11T20:16:26.447482] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-11T20:16:26.447516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-11T20:16:26.462353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-11T20:16:26.462813] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-11T20:16:26.463937] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-11T20:16:26.464007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:26.464056] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:26.464101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:26.464192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:26.523334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:26.524206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:26.524289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:26.524321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:26.650559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:26.650725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:26.650767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:26.650795] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:26.654534] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-11T20:16:26.654827] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-11T20:16:26.654957] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:26.803338] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACGLO.txt
[2025-12-11T20:16:26.803494] [INFO ] [sig       ] [32/3605] Completed ACGLO in 0.4s | 2.95 sym/s | Total: 10.8s | ETA: 20.2m
[2025-12-11T20:16:26.803536] [INFO ] [sig       ] [33/3605] Forecasting ACHC...
[2025-12-11T20:16:26.803564] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-11T20:16:26.803804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-11T20:16:26.816692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-11T20:16:26.817035] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-11T20:16:26.817858] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-11T20:16:26.817910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:26.817940] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:26.817966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:26.818022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:26.876831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:26.877731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:26.877840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:26.877876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:26.998142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:26.998298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:26.998339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:26.998368] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:27.001859] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-12-11T20:16:27.002145] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-11T20:16:27.002276] [INFO ] [sig       ] ACHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:27.142660] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACHC.txt
[2025-12-11T20:16:27.142821] [INFO ] [sig       ] [33/3605] Completed ACHC in 0.3s | 2.95 sym/s | Total: 11.2s | ETA: 20.2m
[2025-12-11T20:16:27.142862] [INFO ] [sig       ] [34/3605] Forecasting ACI...
[2025-12-11T20:16:27.142892] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-11T20:16:27.142921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-11T20:16:27.154838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-11T20:16:27.155214] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-11T20:16:27.156089] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-11T20:16:27.156155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:27.156206] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:27.156243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:27.156319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:27.215292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:27.216141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:27.216253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:27.216287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:27.338008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:27.338158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:27.338199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:27.338232] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:27.341769] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-12-11T20:16:27.342094] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-11T20:16:27.342232] [INFO ] [sig       ] ACI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:27.486025] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACI.txt
[2025-12-11T20:16:27.486182] [INFO ] [sig       ] [34/3605] Completed ACI in 0.3s | 2.95 sym/s | Total: 11.5s | ETA: 20.2m
[2025-12-11T20:16:27.486223] [INFO ] [sig       ] [35/3605] Forecasting ACIC...
[2025-12-11T20:16:27.486251] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-11T20:16:27.486281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-11T20:16:27.497691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-11T20:16:27.498066] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-11T20:16:27.498890] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-11T20:16:27.498944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:27.498976] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:27.499003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:27.499059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:27.558504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:27.559367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:27.559458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:27.559492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:27.679469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:27.679660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:27.679722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:27.679752] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:27.683184] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-11T20:16:27.683467] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-11T20:16:27.683617] [INFO ] [sig       ] ACIC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:27.824794] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACIC.txt
[2025-12-11T20:16:27.824949] [INFO ] [sig       ] [35/3605] Completed ACIC in 0.3s | 2.95 sym/s | Total: 11.9s | ETA: 20.2m
[2025-12-11T20:16:27.824990] [INFO ] [sig       ] [36/3605] Forecasting ACLS...
[2025-12-11T20:16:27.825018] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-11T20:16:27.825047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-11T20:16:27.836911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-11T20:16:27.837341] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-11T20:16:27.838301] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-11T20:16:27.838363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:27.838396] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:27.838423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:27.838480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:27.897845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:27.898763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:27.898849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:27.898888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:28.023367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:28.023521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:28.023560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:28.023610] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:28.026947] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2025-12-11T20:16:28.027213] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-11T20:16:28.027339] [INFO ] [sig       ] ACLS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:28.168710] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACLS.txt
[2025-12-11T20:16:28.168867] [INFO ] [sig       ] [36/3605] Completed ACLS in 0.3s | 2.95 sym/s | Total: 12.2s | ETA: 20.2m
[2025-12-11T20:16:28.168908] [INFO ] [sig       ] [37/3605] Forecasting ACLX...
[2025-12-11T20:16:28.168938] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-11T20:16:28.168968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-11T20:16:28.180081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-11T20:16:28.180453] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-11T20:16:28.181267] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-11T20:16:28.181319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:28.181352] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:28.181378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:28.181434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:28.238334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:28.239134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:28.239215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:28.239247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:28.369665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:28.369802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:28.369841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:28.369870] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:28.373210] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-11T20:16:28.373487] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-11T20:16:28.373631] [INFO ] [sig       ] ACLX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:28.513505] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACLX.txt
[2025-12-11T20:16:28.513691] [INFO ] [sig       ] [37/3605] Completed ACLX in 0.3s | 2.95 sym/s | Total: 12.6s | ETA: 20.2m
[2025-12-11T20:16:28.513731] [INFO ] [sig       ] [38/3605] Forecasting ACM...
[2025-12-11T20:16:28.513762] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-11T20:16:28.513791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-11T20:16:28.524968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-11T20:16:28.525248] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-11T20:16:28.526032] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-11T20:16:28.526082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:28.526113] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:28.526139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:28.526199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:28.583053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:28.583919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:28.584000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:28.584032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:28.701605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:28.701757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:28.701796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:28.701823] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:28.705150] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=62.53%)
[2025-12-11T20:16:28.705415] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-11T20:16:28.705538] [INFO ] [sig       ] ACM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:28.843543] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACM.txt
[2025-12-11T20:16:28.843694] [INFO ] [sig       ] [38/3605] Completed ACM in 0.3s | 2.95 sym/s | Total: 12.9s | ETA: 20.2m
[2025-12-11T20:16:28.843733] [INFO ] [sig       ] [39/3605] Forecasting ACN...
[2025-12-11T20:16:28.843762] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-11T20:16:28.843791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-11T20:16:28.855162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-11T20:16:28.855488] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-11T20:16:28.856308] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-11T20:16:28.856362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:28.856395] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:28.856423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:28.856480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:28.915169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:28.915999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:28.916083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:28.916118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:29.038131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:29.038292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:29.038334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:29.038363] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:29.041852] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=75.80%)
[2025-12-11T20:16:29.042145] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-11T20:16:29.042282] [INFO ] [sig       ] ACN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:29.183810] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACN.txt
[2025-12-11T20:16:29.183953] [INFO ] [sig       ] [39/3605] Completed ACN in 0.3s | 2.95 sym/s | Total: 13.2s | ETA: 20.2m
[2025-12-11T20:16:29.183993] [INFO ] [sig       ] [40/3605] Forecasting ACNB...
[2025-12-11T20:16:29.184023] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-11T20:16:29.184052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-11T20:16:29.195511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-11T20:16:29.195881] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-11T20:16:29.196665] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-11T20:16:29.196715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:29.196746] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:29.196772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:29.196828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:29.254859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:29.255535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:29.255628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:29.255661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:29.369465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:29.369625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:29.369667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:29.369696] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:29.373396] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-12-11T20:16:29.373693] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-11T20:16:29.373824] [INFO ] [sig       ] ACNB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:29.515313] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACNB.txt
[2025-12-11T20:16:29.515448] [INFO ] [sig       ] [40/3605] Completed ACNB in 0.3s | 2.95 sym/s | Total: 13.6s | ETA: 20.1m
[2025-12-11T20:16:29.515487] [INFO ] [sig       ] [41/3605] Forecasting ACON...
[2025-12-11T20:16:29.515516] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-11T20:16:29.515546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-11T20:16:29.526804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-11T20:16:29.527143] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-11T20:16:29.527959] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-11T20:16:29.528020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:29.528077] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:29.528105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:29.528162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:29.585139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:29.585808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:29.585885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:29.585916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:29.692896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:29.693035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:29.693073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:29.693100] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:29.696399] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-12-11T20:16:29.696689] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-11T20:16:29.696814] [INFO ] [sig       ] ACON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:29.835785] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACON.txt
[2025-12-11T20:16:29.835912] [INFO ] [sig       ] [41/3605] Completed ACON in 0.3s | 2.95 sym/s | Total: 13.9s | ETA: 20.1m
[2025-12-11T20:16:29.835951] [INFO ] [sig       ] [42/3605] Forecasting ACP...
[2025-12-11T20:16:29.835980] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-11T20:16:29.836009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-11T20:16:29.847132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-11T20:16:29.847454] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-11T20:16:29.848316] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-11T20:16:29.848368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:29.848399] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:29.848425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:29.848480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:29.905364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:29.906076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:29.906154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:29.906185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:30.021897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:30.022049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:30.022097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:30.022124] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:30.025437] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=35.73%)
[2025-12-11T20:16:30.025727] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-11T20:16:30.025849] [INFO ] [sig       ] ACP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:30.163314] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACP.txt
[2025-12-11T20:16:30.163441] [INFO ] [sig       ] [42/3605] Completed ACP in 0.3s | 2.96 sym/s | Total: 14.2s | ETA: 20.1m
[2025-12-11T20:16:30.163483] [INFO ] [sig       ] [43/3605] Forecasting ACRE...
[2025-12-11T20:16:30.163512] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-11T20:16:30.163541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-11T20:16:30.174617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-11T20:16:30.174883] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-11T20:16:30.175681] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-11T20:16:30.175733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:30.175763] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:30.175789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:30.175844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:30.232605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:30.233285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:30.233363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:30.233394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:30.351272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:30.351411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:30.351452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:30.351482] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:30.354772] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-11T20:16:30.355035] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-11T20:16:30.355154] [INFO ] [sig       ] ACRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:30.494956] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACRE.txt
[2025-12-11T20:16:30.495100] [INFO ] [sig       ] [43/3605] Completed ACRE in 0.3s | 2.96 sym/s | Total: 14.5s | ETA: 20.1m
[2025-12-11T20:16:30.495138] [INFO ] [sig       ] [44/3605] Forecasting ACRS...
[2025-12-11T20:16:30.495168] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-11T20:16:30.495199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-11T20:16:30.506695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-11T20:16:30.506970] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-11T20:16:30.507751] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-11T20:16:30.507823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:30.507854] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:30.507883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:30.507938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:30.564855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:30.565481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:30.565563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:30.565612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:30.682221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:30.682367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:30.682405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:30.682464] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:30.685817] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-12-11T20:16:30.686086] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-11T20:16:30.686211] [INFO ] [sig       ] ACRS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:30.824067] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACRS.txt
[2025-12-11T20:16:30.824205] [INFO ] [sig       ] [44/3605] Completed ACRS in 0.3s | 2.96 sym/s | Total: 14.9s | ETA: 20.1m
[2025-12-11T20:16:30.824250] [INFO ] [sig       ] [45/3605] Forecasting ACTG...
[2025-12-11T20:16:30.824280] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-11T20:16:30.824310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-11T20:16:30.835187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-11T20:16:30.835465] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-11T20:16:30.836243] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-11T20:16:30.836293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:30.836324] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:30.836350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:30.836405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:30.892880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:30.893644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:30.893725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:30.893756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:31.014764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:31.014914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:31.014953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:31.014980] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:31.018310] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=55.92%)
[2025-12-11T20:16:31.018601] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-11T20:16:31.018729] [INFO ] [sig       ] ACTG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:31.156648] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACTG.txt
[2025-12-11T20:16:31.156788] [INFO ] [sig       ] [45/3605] Completed ACTG in 0.3s | 2.96 sym/s | Total: 15.2s | ETA: 20.0m
[2025-12-11T20:16:31.156827] [INFO ] [sig       ] [46/3605] Forecasting ACVA...
[2025-12-11T20:16:31.156856] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-11T20:16:31.156885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-11T20:16:31.167912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-11T20:16:31.168193] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-11T20:16:31.168979] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-11T20:16:31.169029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:31.169061] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:31.169087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:31.169145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:31.225946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:31.226638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:31.226721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:31.226753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:31.342403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:31.342550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:31.342605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:31.342635] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:31.345926] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-11T20:16:31.346194] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-11T20:16:31.346331] [INFO ] [sig       ] ACVA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:31.484369] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ACVA.txt
[2025-12-11T20:16:31.484521] [INFO ] [sig       ] [46/3605] Completed ACVA in 0.3s | 2.96 sym/s | Total: 15.5s | ETA: 20.0m
[2025-12-11T20:16:31.484560] [INFO ] [sig       ] [47/3605] Forecasting ACWI...
[2025-12-11T20:16:31.484611] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-11T20:16:31.484643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-11T20:16:31.504607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-11T20:16:31.504923] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-11T20:16:31.505718] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-11T20:16:31.505768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:31.505800] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:31.505826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:31.505882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:31.562405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:31.563058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:31.563136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:31.563169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:31.681528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:31.681694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:31.681734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:31.681762] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:31.685070] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=22.41%)
[2025-12-11T20:16:31.685349] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-11T20:16:31.685471] [INFO ] [sig       ] ACWI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:31.828779] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACWI.txt
[2025-12-11T20:16:31.828916] [INFO ] [sig       ] [47/3605] Completed ACWI in 0.3s | 2.96 sym/s | Total: 15.9s | ETA: 20.0m
[2025-12-11T20:16:31.828957] [INFO ] [sig       ] [48/3605] Forecasting ACWX...
[2025-12-11T20:16:31.828987] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-11T20:16:31.829017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-11T20:16:31.840112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-11T20:16:31.840416] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-11T20:16:31.841223] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-11T20:16:31.841277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:31.841310] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:31.841338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:31.841396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:31.899144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:31.899816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:31.899896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:31.899929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:32.023540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:32.023707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:32.023763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:32.023792] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:32.027101] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-11T20:16:32.027373] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-11T20:16:32.027500] [INFO ] [sig       ] ACWX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:32.170805] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACWX.txt
[2025-12-11T20:16:32.170934] [INFO ] [sig       ] [48/3605] Completed ACWX in 0.3s | 2.96 sym/s | Total: 16.2s | ETA: 20.0m
[2025-12-11T20:16:32.170973] [INFO ] [sig       ] [49/3605] Forecasting ACXP...
[2025-12-11T20:16:32.171002] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-11T20:16:32.171031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-11T20:16:32.181989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-11T20:16:32.182299] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-11T20:16:32.183094] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-11T20:16:32.183145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:32.183177] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:32.183203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:32.183259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:32.242148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:32.242902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:32.242985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:32.243018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:32.357540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:32.357701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:32.357740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:32.357767] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:32.361244] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=19.95%)
[2025-12-11T20:16:32.361524] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-11T20:16:32.361670] [INFO ] [sig       ] ACXP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:32.504216] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ACXP.txt
[2025-12-11T20:16:32.504373] [INFO ] [sig       ] [49/3605] Completed ACXP in 0.3s | 2.96 sym/s | Total: 16.5s | ETA: 20.0m
[2025-12-11T20:16:32.504413] [INFO ] [sig       ] [50/3605] Forecasting ADBE...
[2025-12-11T20:16:32.504444] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-11T20:16:32.504475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-11T20:16:32.516100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-11T20:16:32.516466] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-11T20:16:32.517272] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-11T20:16:32.517324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:32.517355] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:32.517381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:32.517437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:32.574742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:32.575648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:32.575732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:32.575765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:32.696732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:32.696885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:32.696926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:32.696956] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:32.700435] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-11T20:16:32.700731] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-11T20:16:32.700859] [INFO ] [sig       ] ADBE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:32.848651] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ADBE.txt
[2025-12-11T20:16:32.848808] [INFO ] [sig       ] [50/3605] Completed ADBE in 0.3s | 2.96 sym/s | Total: 16.9s | ETA: 20.0m
[2025-12-11T20:16:32.848850] [INFO ] [sig       ] [51/3605] Forecasting ADC...
[2025-12-11T20:16:32.848878] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-11T20:16:32.848909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-11T20:16:32.860177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-11T20:16:32.860530] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-11T20:16:32.861329] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-11T20:16:32.861381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:32.861412] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:32.861439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:32.861495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:32.925231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:32.926185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:32.926321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:32.926358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:33.046296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:33.046449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:33.046490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:33.046519] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:33.049959] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-12-11T20:16:33.050237] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-11T20:16:33.050369] [INFO ] [sig       ] ADC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:33.189881] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ADC.txt
[2025-12-11T20:16:33.190008] [INFO ] [sig       ] [51/3605] Completed ADC in 0.3s | 2.96 sym/s | Total: 17.2s | ETA: 20.0m
[2025-12-11T20:16:33.190046] [INFO ] [sig       ] [52/3605] Forecasting ADEA...
[2025-12-11T20:16:33.190074] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-11T20:16:33.190104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-11T20:16:33.203149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-11T20:16:33.203562] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-11T20:16:33.204425] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-11T20:16:33.204480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:33.204525] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:33.204553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:33.204638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:33.265495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:33.266363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:33.266447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:33.266481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:33.387890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:33.388026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:33.388067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:33.388095] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:33.391670] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=42.59%)
[2025-12-11T20:16:33.391948] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-11T20:16:33.392077] [INFO ] [sig       ] ADEA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:33.534404] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ADEA.txt
[2025-12-11T20:16:33.534538] [INFO ] [sig       ] [52/3605] Completed ADEA in 0.3s | 2.96 sym/s | Total: 17.6s | ETA: 20.0m
[2025-12-11T20:16:33.534601] [INFO ] [sig       ] [53/3605] Forecasting ADI...
[2025-12-11T20:16:33.534631] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-11T20:16:33.534660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-11T20:16:33.546707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-11T20:16:33.547032] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-11T20:16:33.547875] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-11T20:16:33.547927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:33.547959] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:33.547986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:33.548042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:33.606818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:33.607660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:33.607765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:33.607822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:33.734703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:33.734849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:33.734890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:33.734918] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:33.738302] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-11T20:16:33.738615] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-11T20:16:33.738752] [INFO ] [sig       ] ADI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:33.877814] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ADI.txt
[2025-12-11T20:16:33.877934] [INFO ] [sig       ] [53/3605] Completed ADI in 0.3s | 2.96 sym/s | Total: 17.9s | ETA: 20.0m
[2025-12-11T20:16:33.877972] [INFO ] [sig       ] [54/3605] Forecasting ADM...
[2025-12-11T20:16:33.878000] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-11T20:16:33.878029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-11T20:16:33.889815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-11T20:16:33.890099] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-11T20:16:33.890911] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-11T20:16:33.890962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:33.890993] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:33.891019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:33.891074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:33.950317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:33.951278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:33.951365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:33.951398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:34.074160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:34.074317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:34.074358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:34.074387] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:34.077885] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-12-11T20:16:34.078189] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-11T20:16:34.078324] [INFO ] [sig       ] ADM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:34.221850] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ADM.txt
[2025-12-11T20:16:34.222041] [INFO ] [sig       ] [54/3605] Completed ADM in 0.3s | 2.96 sym/s | Total: 18.3s | ETA: 20.0m
[2025-12-11T20:16:34.222082] [INFO ] [sig       ] [55/3605] Forecasting ADMA...
[2025-12-11T20:16:34.222116] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-11T20:16:34.222148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-11T20:16:34.233673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-11T20:16:34.233953] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-11T20:16:34.234783] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-11T20:16:34.234835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:34.234866] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:34.234892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:34.234947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:34.293818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:34.294666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:34.294751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:34.294784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:34.416033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:34.416182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:34.416226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:34.416286] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:34.419844] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-12-11T20:16:34.420119] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-11T20:16:34.420251] [INFO ] [sig       ] ADMA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:34.566505] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ADMA.txt
[2025-12-11T20:16:34.566656] [INFO ] [sig       ] [55/3605] Completed ADMA in 0.3s | 2.96 sym/s | Total: 18.6s | ETA: 20.0m
[2025-12-11T20:16:34.566707] [INFO ] [sig       ] [56/3605] Forecasting ADP...
[2025-12-11T20:16:34.566742] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-11T20:16:34.566773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-11T20:16:34.578137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-11T20:16:34.578431] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-11T20:16:34.579275] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-11T20:16:34.579328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:34.579362] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:34.579391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:34.579449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:34.638991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:34.639684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:34.639766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:34.639800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:34.764714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:34.764908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:34.764956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:34.764985] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:34.768709] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-12-11T20:16:34.769031] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-11T20:16:34.769175] [INFO ] [sig       ] ADP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:34.915280] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ADP.txt
[2025-12-11T20:16:34.915418] [INFO ] [sig       ] [56/3605] Completed ADP in 0.3s | 2.95 sym/s | Total: 19.0s | ETA: 20.0m
[2025-12-11T20:16:34.915458] [INFO ] [sig       ] [57/3605] Forecasting ADSE...
[2025-12-11T20:16:34.915487] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-11T20:16:34.915530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-11T20:16:34.927619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-11T20:16:34.927966] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-11T20:16:34.928842] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-11T20:16:34.928894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:34.928927] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:34.928954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:34.929013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:34.988844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:34.989713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:34.989798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:34.989830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:35.108542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:35.108722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:35.108762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:35.108790] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:35.112133] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-12-11T20:16:35.112399] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-11T20:16:35.112524] [INFO ] [sig       ] ADSE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:35.251521] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ADSE.txt
[2025-12-11T20:16:35.251652] [INFO ] [sig       ] [57/3605] Completed ADSE in 0.3s | 2.95 sym/s | Total: 19.3s | ETA: 20.0m
[2025-12-11T20:16:35.251692] [INFO ] [sig       ] [58/3605] Forecasting ADSK...
[2025-12-11T20:16:35.251720] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-11T20:16:35.251749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-11T20:16:35.262982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-11T20:16:35.263246] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-11T20:16:35.264030] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-11T20:16:35.264081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:35.264136] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:35.264164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:35.264220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:35.320599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:35.321297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:35.321374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:35.321406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:35.440933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:35.441080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:35.441126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:35.441156] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:35.444539] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2025-12-11T20:16:35.444824] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-11T20:16:35.444950] [INFO ] [sig       ] ADSK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:35.583655] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ADSK.txt
[2025-12-11T20:16:35.583795] [INFO ] [sig       ] [58/3605] Completed ADSK in 0.3s | 2.96 sym/s | Total: 19.6s | ETA: 20.0m
[2025-12-11T20:16:35.583835] [INFO ] [sig       ] [59/3605] Forecasting ADTN...
[2025-12-11T20:16:35.583863] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-11T20:16:35.583892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-11T20:16:35.595900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-11T20:16:35.596172] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-11T20:16:35.596991] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-11T20:16:35.597041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:35.597072] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:35.597099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:35.597180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:35.654976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:35.655600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:35.655690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:35.655724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:35.775114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:35.775264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:35.775307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:35.775353] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:35.778908] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-11T20:16:35.779212] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-11T20:16:35.779347] [INFO ] [sig       ] ADTN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:35.919367] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ADTN.txt
[2025-12-11T20:16:35.919499] [INFO ] [sig       ] [59/3605] Completed ADTN in 0.3s | 2.96 sym/s | Total: 20.0s | ETA: 20.0m
[2025-12-11T20:16:35.919539] [INFO ] [sig       ] [60/3605] Forecasting ADTX...
[2025-12-11T20:16:35.919567] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-11T20:16:35.919616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-11T20:16:35.931159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-11T20:16:35.931415] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-11T20:16:35.932207] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-11T20:16:35.932258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:35.932290] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:35.932315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:35.932370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:35.989911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:35.990498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:35.990595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:35.990631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:36.100283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:36.100428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:36.100477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:36.100507] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:36.103937] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-12-11T20:16:36.104203] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-11T20:16:36.104329] [INFO ] [sig       ] ADTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:36.242566] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ADTX.txt
[2025-12-11T20:16:36.242711] [INFO ] [sig       ] [60/3605] Completed ADTX in 0.3s | 2.96 sym/s | Total: 20.3s | ETA: 20.0m
[2025-12-11T20:16:36.242750] [INFO ] [sig       ] [61/3605] Forecasting ADUS...
[2025-12-11T20:16:36.242781] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-11T20:16:36.242812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-11T20:16:36.254382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-11T20:16:36.254682] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-11T20:16:36.255463] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-11T20:16:36.255515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:36.255547] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:36.255598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:36.255657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:36.313082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:36.313768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:36.313846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:36.313892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:36.431441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:36.431594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:36.431635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:36.431694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:36.435029] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=74.63%)
[2025-12-11T20:16:36.435295] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-11T20:16:36.435418] [INFO ] [sig       ] ADUS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:36.574039] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ADUS.txt
[2025-12-11T20:16:36.574189] [INFO ] [sig       ] [61/3605] Completed ADUS in 0.3s | 2.96 sym/s | Total: 20.6s | ETA: 20.0m
[2025-12-11T20:16:36.574230] [INFO ] [sig       ] [62/3605] Forecasting ADX...
[2025-12-11T20:16:36.574259] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-11T20:16:36.574289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-11T20:16:36.586454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-11T20:16:36.586832] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-11T20:16:36.587623] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-11T20:16:36.587675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:36.587707] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:36.587734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:36.587790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:36.650458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:36.651439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:36.651528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:36.651561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:36.773661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:36.773815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:36.773856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:36.773883] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:36.777373] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=85.21%)
[2025-12-11T20:16:36.777681] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-11T20:16:36.777866] [INFO ] [sig       ] ADX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:36.917487] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ADX.txt
[2025-12-11T20:16:36.917634] [INFO ] [sig       ] [62/3605] Completed ADX in 0.3s | 2.96 sym/s | Total: 21.0s | ETA: 20.0m
[2025-12-11T20:16:36.917674] [INFO ] [sig       ] [63/3605] Forecasting AEE...
[2025-12-11T20:16:36.917703] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-11T20:16:36.917733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-11T20:16:36.929004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-11T20:16:36.929293] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-11T20:16:36.930085] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-11T20:16:36.930136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:36.930166] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:36.930192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:36.930258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:36.986089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:36.986773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:36.986850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:36.986882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:37.108518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:37.108708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:37.108753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:37.108782] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:37.112237] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-12-11T20:16:37.112523] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-11T20:16:37.112686] [INFO ] [sig       ] AEE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:37.259266] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AEE.txt
[2025-12-11T20:16:37.259425] [INFO ] [sig       ] [63/3605] Completed AEE in 0.3s | 2.96 sym/s | Total: 21.3s | ETA: 20.0m
[2025-12-11T20:16:37.259468] [INFO ] [sig       ] [64/3605] Forecasting AEFC...
[2025-12-11T20:16:37.259497] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-11T20:16:37.259534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-11T20:16:37.271420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-11T20:16:37.271707] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-11T20:16:37.272520] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-11T20:16:37.272593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:37.272629] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:37.272659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:37.272714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:37.330517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:37.331404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:37.331485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:37.331517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:37.448804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:37.448956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:37.448996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:37.449025] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:37.452427] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-11T20:16:37.452736] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-11T20:16:37.452869] [INFO ] [sig       ] AEFC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:37.591488] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AEFC.txt
[2025-12-11T20:16:37.591635] [INFO ] [sig       ] [64/3605] Completed AEFC in 0.3s | 2.96 sym/s | Total: 21.6s | ETA: 19.9m
[2025-12-11T20:16:37.591677] [INFO ] [sig       ] [65/3605] Forecasting AEG...
[2025-12-11T20:16:37.591706] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-11T20:16:37.591736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-11T20:16:37.602934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-11T20:16:37.603240] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-11T20:16:37.604123] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-11T20:16:37.604185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:37.604218] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:37.604246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:37.604303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:37.662693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:37.663476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:37.663559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:37.663681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:37.785771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:37.785917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:37.785955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:37.785982] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:37.789405] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=46.22%)
[2025-12-11T20:16:37.789726] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-11T20:16:37.789857] [INFO ] [sig       ] AEG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:37.934184] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AEG.txt
[2025-12-11T20:16:37.934324] [INFO ] [sig       ] [65/3605] Completed AEG in 0.3s | 2.96 sym/s | Total: 22.0s | ETA: 19.9m
[2025-12-11T20:16:37.934363] [INFO ] [sig       ] [66/3605] Forecasting AEHL...
[2025-12-11T20:16:37.934392] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-11T20:16:37.934420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-11T20:16:37.945603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-11T20:16:37.945890] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-11T20:16:37.946695] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-11T20:16:37.946746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:37.946778] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:37.946805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:37.946868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:38.003782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:38.004479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:38.004559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:38.004609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:38.124245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:38.124403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:38.124441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:38.124469] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:38.127926] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=71.07%)
[2025-12-11T20:16:38.128215] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-11T20:16:38.128351] [INFO ] [sig       ] AEHL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:38.269341] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AEHL.txt
[2025-12-11T20:16:38.269463] [INFO ] [sig       ] [66/3605] Completed AEHL in 0.3s | 2.96 sym/s | Total: 22.3s | ETA: 19.9m
[2025-12-11T20:16:38.269501] [INFO ] [sig       ] [67/3605] Forecasting AEI...
[2025-12-11T20:16:38.269530] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-11T20:16:38.269559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-11T20:16:38.280692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-11T20:16:38.280977] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-11T20:16:38.281798] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-11T20:16:38.281851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:38.281882] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:38.281909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:38.281964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:38.340719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:38.341484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:38.341569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:38.341621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:38.459871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:38.460025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:38.460066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:38.460095] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:38.463537] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=65.01%)
[2025-12-11T20:16:38.463873] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-11T20:16:38.464000] [INFO ] [sig       ] AEI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:38.609168] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AEI.txt
[2025-12-11T20:16:38.609318] [INFO ] [sig       ] [67/3605] Completed AEI in 0.3s | 2.96 sym/s | Total: 22.7s | ETA: 19.9m
[2025-12-11T20:16:38.609359] [INFO ] [sig       ] [68/3605] Forecasting AEIS...
[2025-12-11T20:16:38.609387] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-11T20:16:38.609417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-11T20:16:38.620988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-11T20:16:38.621273] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-11T20:16:38.622071] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-11T20:16:38.622122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:38.622152] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:38.622179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:38.622234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:38.679781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:38.680436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:38.680543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:38.680595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:38.800447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:38.800621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:38.800665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:38.800694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:38.804294] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=65.74%)
[2025-12-11T20:16:38.804623] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-11T20:16:38.804762] [INFO ] [sig       ] AEIS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:38.947290] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AEIS.txt
[2025-12-11T20:16:38.947460] [INFO ] [sig       ] [68/3605] Completed AEIS in 0.3s | 2.96 sym/s | Total: 23.0s | ETA: 19.9m
[2025-12-11T20:16:38.947506] [INFO ] [sig       ] [69/3605] Forecasting AEM...
[2025-12-11T20:16:38.947537] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-11T20:16:38.947567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-11T20:16:38.960444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-11T20:16:38.960852] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-11T20:16:38.961701] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-11T20:16:38.961753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:38.961785] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:38.961811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:38.961868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:39.022811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:39.023765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:39.023853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:39.023885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:39.146397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:39.146557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:39.146617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:39.146648] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:39.150208] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-12-11T20:16:39.150493] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-11T20:16:39.150652] [INFO ] [sig       ] AEM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:39.302228] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AEM.txt
[2025-12-11T20:16:39.302382] [INFO ] [sig       ] [69/3605] Completed AEM in 0.4s | 2.96 sym/s | Total: 23.3s | ETA: 19.9m
[2025-12-11T20:16:39.302424] [INFO ] [sig       ] [70/3605] Forecasting AEMD...
[2025-12-11T20:16:39.302453] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-12-11T20:16:39.302483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-12-11T20:16:39.314192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-12-11T20:16:39.314509] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-12-11T20:16:39.315304] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-12-11T20:16:39.315356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:39.315388] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:39.315414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:39.315469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:39.373105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:39.373999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:39.374083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:39.374116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:39.494597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:39.494751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:39.494792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:39.494821] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:39.498252] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-11T20:16:39.498551] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-12-11T20:16:39.498723] [INFO ] [sig       ] AEMD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:39.639537] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AEMD.txt
[2025-12-11T20:16:39.639727] [INFO ] [sig       ] [70/3605] Completed AEMD in 0.3s | 2.96 sym/s | Total: 23.7s | ETA: 19.9m
[2025-12-11T20:16:39.639794] [INFO ] [sig       ] [71/3605] Forecasting AEO...
[2025-12-11T20:16:39.639825] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-11T20:16:39.639855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-11T20:16:39.651356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-11T20:16:39.651673] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-11T20:16:39.652466] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-11T20:16:39.652520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:39.652552] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:39.652602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:39.652680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:39.712959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:39.713671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:39.713762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:39.713794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:39.839669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:39.839830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:39.839868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:39.839896] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:39.843317] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=78.90%)
[2025-12-11T20:16:39.843618] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-11T20:16:39.843749] [INFO ] [sig       ] AEO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:39.981958] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AEO.txt
[2025-12-11T20:16:39.982143] [INFO ] [sig       ] [71/3605] Completed AEO in 0.3s | 2.96 sym/s | Total: 24.0s | ETA: 19.9m
[2025-12-11T20:16:39.982185] [INFO ] [sig       ] [72/3605] Forecasting AEP...
[2025-12-11T20:16:39.982214] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-11T20:16:39.982245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-11T20:16:39.993701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-11T20:16:39.993990] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-11T20:16:39.994773] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-11T20:16:39.994824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:39.994856] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:39.994882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:39.994937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:40.054381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:40.055203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:40.055286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:40.055320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:40.177402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:40.177564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:40.177641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:40.177674] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:40.181094] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-11T20:16:40.181360] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-11T20:16:40.181494] [INFO ] [sig       ] AEP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:40.320312] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AEP.txt
[2025-12-11T20:16:40.320454] [INFO ] [sig       ] [72/3605] Completed AEP in 0.3s | 2.96 sym/s | Total: 24.4s | ETA: 19.9m
[2025-12-11T20:16:40.320493] [INFO ] [sig       ] [73/3605] Forecasting AES...
[2025-12-11T20:16:40.320523] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-11T20:16:40.320553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-11T20:16:40.332873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-11T20:16:40.333237] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-11T20:16:40.334068] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-11T20:16:40.334120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:40.334152] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:40.334178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:40.334234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:40.390177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:40.390902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:40.390983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:40.391016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:40.508879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:40.509018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:40.509055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:40.509082] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:40.512403] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=69.07%)
[2025-12-11T20:16:40.512692] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-11T20:16:40.512819] [INFO ] [sig       ] AES: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:40.651497] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AES.txt
[2025-12-11T20:16:40.651632] [INFO ] [sig       ] [73/3605] Completed AES in 0.3s | 2.96 sym/s | Total: 24.7s | ETA: 19.9m
[2025-12-11T20:16:40.651677] [INFO ] [sig       ] [74/3605] Forecasting AESI...
[2025-12-11T20:16:40.651712] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-11T20:16:40.651748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-11T20:16:40.663770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-11T20:16:40.664056] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-11T20:16:40.664850] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-11T20:16:40.664902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:40.664933] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:40.664959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:40.665014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:40.721810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:40.722451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:40.722533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:40.722564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:40.841138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:40.841306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:40.841347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:40.841375] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:40.844766] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=79.00%)
[2025-12-11T20:16:40.845034] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-11T20:16:40.845156] [INFO ] [sig       ] AESI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:40.981827] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AESI.txt
[2025-12-11T20:16:40.981956] [INFO ] [sig       ] [74/3605] Completed AESI in 0.3s | 2.96 sym/s | Total: 25.0s | ETA: 19.9m
[2025-12-11T20:16:40.982001] [INFO ] [sig       ] [75/3605] Forecasting AEVA...
[2025-12-11T20:16:40.982032] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-11T20:16:40.982062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-11T20:16:40.994509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-11T20:16:40.994881] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-11T20:16:40.995776] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-11T20:16:40.995830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:40.995889] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:40.995918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:40.995988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:41.055958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:41.056893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:41.056980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:41.057012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:41.188725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:41.188890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:41.188932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:41.188961] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:41.193293] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=78.04%)
[2025-12-11T20:16:41.193635] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-11T20:16:41.193784] [INFO ] [sig       ] AEVA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:41.340198] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AEVA.txt
[2025-12-11T20:16:41.340376] [INFO ] [sig       ] [75/3605] Completed AEVA in 0.4s | 2.95 sym/s | Total: 25.4s | ETA: 19.9m
[2025-12-11T20:16:41.340432] [INFO ] [sig       ] [76/3605] Forecasting AEYE...
[2025-12-11T20:16:41.340478] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-11T20:16:41.340517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-11T20:16:41.357108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-11T20:16:41.357597] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-11T20:16:41.358825] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-11T20:16:41.358894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:41.358958] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:41.359004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:41.359093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:41.448195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:41.449487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:41.449629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:41.449686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:41.605756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:41.605926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:41.605971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:41.606000] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:41.610321] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=41.03%)
[2025-12-11T20:16:41.610810] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-11T20:16:41.611000] [INFO ] [sig       ] AEYE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:41.826269] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AEYE.txt
[2025-12-11T20:16:41.826484] [INFO ] [sig       ] [76/3605] Completed AEYE in 0.5s | 2.94 sym/s | Total: 25.9s | ETA: 20.0m
[2025-12-11T20:16:41.826553] [INFO ] [sig       ] [77/3605] Forecasting AFB...
[2025-12-11T20:16:41.826617] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-11T20:16:41.826683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-11T20:16:41.842107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-11T20:16:41.842674] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-11T20:16:41.843899] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-11T20:16:41.843972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:41.844024] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:41.844073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:41.844169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:41.929440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:41.930502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:41.930636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:41.930672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:42.071330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:42.071520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:42.071597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:42.071633] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:42.075467] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=67.96%)
[2025-12-11T20:16:42.075861] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-11T20:16:42.076062] [INFO ] [sig       ] AFB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:42.234291] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AFB.txt
[2025-12-11T20:16:42.234523] [INFO ] [sig       ] [77/3605] Completed AFB in 0.4s | 2.93 sym/s | Total: 26.3s | ETA: 20.1m
[2025-12-11T20:16:42.234597] [INFO ] [sig       ] [78/3605] Forecasting AFCG...
[2025-12-11T20:16:42.234642] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-11T20:16:42.234698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-11T20:16:42.251283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-11T20:16:42.251854] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-11T20:16:42.253054] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-11T20:16:42.253123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:42.253171] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:42.253214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:42.253305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:42.321707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:42.322857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:42.322990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:42.323035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:42.451184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:42.451357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:42.451423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:42.451502] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:42.455073] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-11T20:16:42.455364] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-11T20:16:42.455503] [INFO ] [sig       ] AFCG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:42.602550] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AFCG.txt
[2025-12-11T20:16:42.602737] [INFO ] [sig       ] [78/3605] Completed AFCG in 0.4s | 2.93 sym/s | Total: 26.6s | ETA: 20.1m
[2025-12-11T20:16:42.602780] [INFO ] [sig       ] [79/3605] Forecasting AFG...
[2025-12-11T20:16:42.602812] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-11T20:16:42.602844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-11T20:16:42.615695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-11T20:16:42.616100] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-11T20:16:42.617090] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-11T20:16:42.617155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:42.617188] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:42.617215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:42.617273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:42.678806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:42.679703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:42.679792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:42.679827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:42.799173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:42.799323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:42.799368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:42.799396] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:42.802843] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-11T20:16:42.803137] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-11T20:16:42.803274] [INFO ] [sig       ] AFG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:42.945203] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AFG.txt
[2025-12-11T20:16:42.945349] [INFO ] [sig       ] [79/3605] Completed AFG in 0.3s | 2.93 sym/s | Total: 27.0s | ETA: 20.1m
[2025-12-11T20:16:42.945388] [INFO ] [sig       ] [80/3605] Forecasting AFGC...
[2025-12-11T20:16:42.945423] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-11T20:16:42.945454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-11T20:16:42.957227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-11T20:16:42.957618] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-11T20:16:42.958494] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-11T20:16:42.958548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:42.958600] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:42.958630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:42.958689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:43.016925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:43.017749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:43.017860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:43.017897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:43.131128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:43.131286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:43.131328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:43.131356] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:43.134855] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-11T20:16:43.135135] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-11T20:16:43.135269] [INFO ] [sig       ] AFGC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:43.283517] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AFGC.txt
[2025-12-11T20:16:43.283704] [INFO ] [sig       ] [80/3605] Completed AFGC in 0.3s | 2.93 sym/s | Total: 27.3s | ETA: 20.1m
[2025-12-11T20:16:43.283747] [INFO ] [sig       ] [81/3605] Forecasting AFL...
[2025-12-11T20:16:43.283776] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-11T20:16:43.283808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-11T20:16:43.295512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-11T20:16:43.295789] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-11T20:16:43.296591] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-11T20:16:43.296642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:43.296673] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:43.296698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:43.296755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:43.354862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:43.355478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:43.355556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:43.355606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:43.473164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:43.473304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:43.473351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:43.473377] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:43.476719] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-11T20:16:43.476992] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-11T20:16:43.477115] [INFO ] [sig       ] AFL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:43.627170] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AFL.txt
[2025-12-11T20:16:43.627318] [INFO ] [sig       ] [81/3605] Completed AFL in 0.3s | 2.93 sym/s | Total: 27.7s | ETA: 20.1m
[2025-12-11T20:16:43.627360] [INFO ] [sig       ] [82/3605] Forecasting AFRI...
[2025-12-11T20:16:43.627388] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-11T20:16:43.627419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-11T20:16:43.638509] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AFRI'.
[2025-12-11T20:16:43.638894] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-11T20:16:43.639800] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-11T20:16:43.639854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:43.639887] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:43.639914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:43.639971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:43.696608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:43.697371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:43.697454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:43.697487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:43.793269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:43.793417] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:16:43.793457] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:43.793485] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:43.796862] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-11T20:16:43.797142] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-11T20:16:43.797269] [INFO ] [sig       ] AFRI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:43.936760] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AFRI.txt
[2025-12-11T20:16:43.936918] [INFO ] [sig       ] [82/3605] Completed AFRI in 0.3s | 2.93 sym/s | Total: 28.0s | ETA: 20.0m
[2025-12-11T20:16:43.936961] [INFO ] [sig       ] [83/3605] Forecasting AFRM...
[2025-12-11T20:16:43.936989] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-11T20:16:43.937019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-11T20:16:43.948971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-11T20:16:43.949319] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-11T20:16:43.950218] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-11T20:16:43.950273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:43.950307] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:43.950335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:43.950393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:44.007497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:44.008470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:44.008558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:44.008611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:44.130530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:44.130688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:44.130728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:44.130772] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:44.134251] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2025-12-11T20:16:44.134528] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-11T20:16:44.134679] [INFO ] [sig       ] AFRM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:44.275713] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AFRM.txt
[2025-12-11T20:16:44.275858] [INFO ] [sig       ] [83/3605] Completed AFRM in 0.3s | 2.93 sym/s | Total: 28.3s | ETA: 20.0m
[2025-12-11T20:16:44.275898] [INFO ] [sig       ] [84/3605] Forecasting AFYA...
[2025-12-11T20:16:44.275931] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-11T20:16:44.275973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-11T20:16:44.287418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-11T20:16:44.287738] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-11T20:16:44.288641] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-11T20:16:44.288694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:44.288726] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:44.288752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:44.288807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:44.345960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:44.346659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:44.346737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:44.346768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:44.465056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:44.465203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:44.465242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:44.465269] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:44.468684] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-11T20:16:44.468956] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-11T20:16:44.469081] [INFO ] [sig       ] AFYA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:44.608922] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AFYA.txt
[2025-12-11T20:16:44.609076] [INFO ] [sig       ] [84/3605] Completed AFYA in 0.3s | 2.93 sym/s | Total: 28.7s | ETA: 20.0m
[2025-12-11T20:16:44.609117] [INFO ] [sig       ] [85/3605] Forecasting AG...
[2025-12-11T20:16:44.609146] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-11T20:16:44.609175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-11T20:16:44.620799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-11T20:16:44.621089] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-11T20:16:44.622048] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-11T20:16:44.622101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:44.622133] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:44.622161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:44.622234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:44.682792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:44.683666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:44.683785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:44.683833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:44.807208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:44.807361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:44.807402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:44.807430] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:44.810863] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=88.09%)
[2025-12-11T20:16:44.811134] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-11T20:16:44.811256] [INFO ] [sig       ] AG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:44.951349] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AG.txt
[2025-12-11T20:16:44.951505] [INFO ] [sig       ] [85/3605] Completed AG in 0.3s | 2.93 sym/s | Total: 29.0s | ETA: 20.0m
[2025-12-11T20:16:44.951545] [INFO ] [sig       ] [86/3605] Forecasting AGCO...
[2025-12-11T20:16:44.951594] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-11T20:16:44.951627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-11T20:16:44.962779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-11T20:16:44.963131] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-11T20:16:44.963960] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-11T20:16:44.964012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:44.964043] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:44.964068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:44.964123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:45.021105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:45.021960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:45.022041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:45.022073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:45.140276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:45.140415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:45.140454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:45.140482] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:45.144097] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-11T20:16:45.144380] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-11T20:16:45.144508] [INFO ] [sig       ] AGCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:45.293509] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGCO.txt
[2025-12-11T20:16:45.293667] [INFO ] [sig       ] [86/3605] Completed AGCO in 0.3s | 2.93 sym/s | Total: 29.3s | ETA: 20.0m
[2025-12-11T20:16:45.293709] [INFO ] [sig       ] [87/3605] Forecasting AGD...
[2025-12-11T20:16:45.293738] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-11T20:16:45.293768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-11T20:16:45.305527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-11T20:16:45.305820] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-11T20:16:45.306614] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-11T20:16:45.306666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:45.306697] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:45.306723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:45.306821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:45.364002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:45.364717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:45.364796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:45.364827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:45.484644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:45.484799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:45.484841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:45.484869] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:45.488309] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=31.56%)
[2025-12-11T20:16:45.488601] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-11T20:16:45.488732] [INFO ] [sig       ] AGD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:45.628441] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGD.txt
[2025-12-11T20:16:45.628612] [INFO ] [sig       ] [87/3605] Completed AGD in 0.3s | 2.93 sym/s | Total: 29.7s | ETA: 20.0m
[2025-12-11T20:16:45.628656] [INFO ] [sig       ] [88/3605] Forecasting AGEN...
[2025-12-11T20:16:45.628684] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-11T20:16:45.628715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-11T20:16:45.643149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-11T20:16:45.643730] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-11T20:16:45.644698] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-11T20:16:45.644752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:45.644786] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:45.644812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:45.644871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:45.706942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:45.708117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:45.708217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:45.708251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:45.833620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:45.833783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:45.833823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:45.833852] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:45.837490] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-11T20:16:45.837937] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-11T20:16:45.838106] [INFO ] [sig       ] AGEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:45.991491] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGEN.txt
[2025-12-11T20:16:45.991701] [INFO ] [sig       ] [88/3605] Completed AGEN in 0.4s | 2.93 sym/s | Total: 30.0s | ETA: 20.0m
[2025-12-11T20:16:45.991743] [INFO ] [sig       ] [89/3605] Forecasting AGI...
[2025-12-11T20:16:45.991774] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-11T20:16:45.991804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-11T20:16:46.007445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-11T20:16:46.007966] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-11T20:16:46.009063] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-11T20:16:46.009145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:46.009192] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:46.009234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:46.009314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:46.081198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:46.082188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:46.082282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:46.082315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:46.204234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:46.204396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:46.204440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:46.204468] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:46.207989] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2025-12-11T20:16:46.208283] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-11T20:16:46.208418] [INFO ] [sig       ] AGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:46.348066] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGI.txt
[2025-12-11T20:16:46.348210] [INFO ] [sig       ] [89/3605] Completed AGI in 0.4s | 2.93 sym/s | Total: 30.4s | ETA: 20.0m
[2025-12-11T20:16:46.348251] [INFO ] [sig       ] [90/3605] Forecasting AGIO...
[2025-12-11T20:16:46.348279] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-11T20:16:46.348308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-11T20:16:46.360526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-11T20:16:46.360901] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-11T20:16:46.361782] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-11T20:16:46.361840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:46.361876] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:46.361904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:46.361961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:46.419647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:46.420373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:46.420458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:46.420492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:46.542375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:46.542544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:46.542616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:46.542648] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:46.546078] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-11T20:16:46.546360] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-11T20:16:46.546490] [INFO ] [sig       ] AGIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:46.700516] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AGIO.txt
[2025-12-11T20:16:46.700766] [INFO ] [sig       ] [90/3605] Completed AGIO in 0.4s | 2.93 sym/s | Total: 30.7s | ETA: 20.0m
[2025-12-11T20:16:46.700832] [INFO ] [sig       ] [91/3605] Forecasting AGM...
[2025-12-11T20:16:46.700880] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-11T20:16:46.700926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-11T20:16:46.715501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-11T20:16:46.715935] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-11T20:16:46.716787] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-11T20:16:46.716841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:46.716875] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:46.716902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:46.716960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:46.774522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:46.775443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:46.775537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:46.775596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:46.894872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:46.895027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:46.895068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:46.895098] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:46.898601] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=49.82%)
[2025-12-11T20:16:46.898881] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-11T20:16:46.899010] [INFO ] [sig       ] AGM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:47.037185] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGM.txt
[2025-12-11T20:16:47.037312] [INFO ] [sig       ] [91/3605] Completed AGM in 0.3s | 2.93 sym/s | Total: 31.1s | ETA: 20.0m
[2025-12-11T20:16:47.037351] [INFO ] [sig       ] [92/3605] Forecasting AGMH...
[2025-12-11T20:16:47.037379] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-11T20:16:47.037409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-11T20:16:47.048985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-11T20:16:47.049313] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-11T20:16:47.050115] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-11T20:16:47.050166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:47.050222] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:47.050250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:47.050306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:47.108351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:47.109067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:47.109148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:47.109181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:47.221678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:47.221842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:47.221884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:47.221911] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:47.225440] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=17.88%)
[2025-12-11T20:16:47.225755] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-11T20:16:47.225894] [INFO ] [sig       ] AGMH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:47.369254] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGMH.txt
[2025-12-11T20:16:47.369386] [INFO ] [sig       ] [92/3605] Completed AGMH in 0.3s | 2.93 sym/s | Total: 31.4s | ETA: 20.0m
[2025-12-11T20:16:47.369427] [INFO ] [sig       ] [93/3605] Forecasting AGNC...
[2025-12-11T20:16:47.369456] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-11T20:16:47.369486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-11T20:16:47.380921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-11T20:16:47.381198] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-11T20:16:47.382007] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-11T20:16:47.382059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:47.382090] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:47.382115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:47.382170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:47.439991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:47.440712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:47.440792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:47.440823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:47.562092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:47.562238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:47.562279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:47.562307] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:47.565660] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=48.34%)
[2025-12-11T20:16:47.565931] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-11T20:16:47.566055] [INFO ] [sig       ] AGNC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:47.706496] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGNC.txt
[2025-12-11T20:16:47.706630] [INFO ] [sig       ] [93/3605] Completed AGNC in 0.3s | 2.93 sym/s | Total: 31.7s | ETA: 20.0m
[2025-12-11T20:16:47.706678] [INFO ] [sig       ] [94/3605] Forecasting AGNCL...
[2025-12-11T20:16:47.706714] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-11T20:16:47.706747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-11T20:16:47.718423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-11T20:16:47.718766] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-11T20:16:47.719588] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-11T20:16:47.719640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:47.719671] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:47.719697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:47.719752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:47.777472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:47.778124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:47.778201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:47.778234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:47.887561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:47.887836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:47.887882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:47.887910] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:47.891427] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=15.92%)
[2025-12-11T20:16:47.891766] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-11T20:16:47.891922] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:48.033833] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGNCL.txt
[2025-12-11T20:16:48.033961] [INFO ] [sig       ] [94/3605] Completed AGNCL in 0.3s | 2.93 sym/s | Total: 32.1s | ETA: 20.0m
[2025-12-11T20:16:48.034002] [INFO ] [sig       ] [95/3605] Forecasting AGNCM...
[2025-12-11T20:16:48.034031] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-11T20:16:48.034061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-11T20:16:48.046023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-11T20:16:48.046333] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-11T20:16:48.047115] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-11T20:16:48.047165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:48.047196] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:48.047222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:48.047278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:48.104559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:48.105210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:48.105291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:48.105324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:48.212618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:48.212766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:48.212805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:48.212865] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:48.216705] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-11T20:16:48.216976] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-11T20:16:48.217254] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:48.357088] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGNCM.txt
[2025-12-11T20:16:48.357221] [INFO ] [sig       ] [95/3605] Completed AGNCM in 0.3s | 2.93 sym/s | Total: 32.4s | ETA: 20.0m
[2025-12-11T20:16:48.357262] [INFO ] [sig       ] [96/3605] Forecasting AGNCN...
[2025-12-11T20:16:48.357291] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-11T20:16:48.357323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-11T20:16:48.368286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-11T20:16:48.368624] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-11T20:16:48.369403] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-11T20:16:48.369455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:48.369486] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:48.369514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:48.369594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:48.426394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:48.427179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:48.427258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:48.427290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:48.543971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:48.544164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:48.544207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:48.544236] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:48.547788] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-12-11T20:16:48.548079] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-11T20:16:48.548207] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:48.686648] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AGNCN.txt
[2025-12-11T20:16:48.686772] [INFO ] [sig       ] [96/3605] Completed AGNCN in 0.3s | 2.93 sym/s | Total: 32.7s | ETA: 19.9m
[2025-12-11T20:16:48.686811] [INFO ] [sig       ] [97/3605] Forecasting AGNCO...
[2025-12-11T20:16:48.686843] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-11T20:16:48.686878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-11T20:16:48.698343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-11T20:16:48.698680] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-11T20:16:48.699454] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-11T20:16:48.699505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:48.699537] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:48.699563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:48.699641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:48.757084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:48.757700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:48.757783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:48.757825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:48.871054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:48.871194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:48.871232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:48.871260] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:48.874540] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-12-11T20:16:48.874823] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-11T20:16:48.874948] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:49.014432] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AGNCO.txt
[2025-12-11T20:16:49.014556] [INFO ] [sig       ] [97/3605] Completed AGNCO in 0.3s | 2.93 sym/s | Total: 33.1s | ETA: 19.9m
[2025-12-11T20:16:49.014621] [INFO ] [sig       ] [98/3605] Forecasting AGNCP...
[2025-12-11T20:16:49.014663] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-11T20:16:49.014706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-11T20:16:49.026032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-11T20:16:49.026330] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-11T20:16:49.027368] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-11T20:16:49.027420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:49.027451] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:49.027477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:49.027534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:49.084128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:49.084799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:49.084880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:49.084917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:49.206560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:49.206764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:49.206812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:49.206839] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:49.210348] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=85.34%)
[2025-12-11T20:16:49.210660] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-11T20:16:49.210809] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:49.356056] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AGNCP.txt
[2025-12-11T20:16:49.356287] [INFO ] [sig       ] [98/3605] Completed AGNCP in 0.3s | 2.93 sym/s | Total: 33.4s | ETA: 19.9m
[2025-12-11T20:16:49.356337] [INFO ] [sig       ] [99/3605] Forecasting AGO...
[2025-12-11T20:16:49.356367] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-11T20:16:49.356402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-11T20:16:49.369167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-11T20:16:49.369561] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-11T20:16:49.370406] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-11T20:16:49.370458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:49.370489] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:49.370516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:49.370594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:49.428418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:49.429391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:49.429483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:49.429517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:49.546969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:49.547122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:49.547162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:49.547190] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:49.550709] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-12-11T20:16:49.550997] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-11T20:16:49.551128] [INFO ] [sig       ] AGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:49.692564] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AGO.txt
[2025-12-11T20:16:49.692741] [INFO ] [sig       ] [99/3605] Completed AGO in 0.3s | 2.93 sym/s | Total: 33.7s | ETA: 19.9m
[2025-12-11T20:16:49.692781] [INFO ] [sig       ] [100/3605] Forecasting AGRO...
[2025-12-11T20:16:49.692809] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-11T20:16:49.692837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-11T20:16:49.704270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-11T20:16:49.704618] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-11T20:16:49.705389] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-11T20:16:49.705472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:49.705512] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:49.705541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:49.705616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:49.765940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:49.766721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:49.766802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:49.766835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:49.887330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:49.887489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:49.887529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:49.887557] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:49.891149] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-11T20:16:49.891420] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-11T20:16:49.891545] [INFO ] [sig       ] AGRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:50.028063] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGRO.txt
[2025-12-11T20:16:50.028203] [INFO ] [sig       ] [100/3605] Completed AGRO in 0.3s | 2.94 sym/s | Total: 34.1s | ETA: 19.9m
[2025-12-11T20:16:50.028244] [INFO ] [sig       ] [101/3605] Forecasting AGX...
[2025-12-11T20:16:50.028273] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-11T20:16:50.028302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-11T20:16:50.040117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-11T20:16:50.040550] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-11T20:16:50.041398] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-11T20:16:50.041452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:50.041485] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:50.041513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:50.041570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:50.103031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:50.103923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:50.104010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:50.104043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:50.224949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:50.225132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:50.225198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:50.225252] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:50.230387] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-11T20:16:50.230789] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-11T20:16:50.230977] [INFO ] [sig       ] AGX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:50.385840] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AGX.txt
[2025-12-11T20:16:50.385986] [INFO ] [sig       ] [101/3605] Completed AGX in 0.4s | 2.93 sym/s | Total: 34.4s | ETA: 19.9m
[2025-12-11T20:16:50.386026] [INFO ] [sig       ] [102/3605] Forecasting AGYS...
[2025-12-11T20:16:50.386054] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-11T20:16:50.386084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-11T20:16:50.398097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-11T20:16:50.398420] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-11T20:16:50.399257] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-11T20:16:50.399309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:50.399342] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:50.399370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:50.399427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:50.459716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:50.460788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:50.460934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:50.460987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:50.587651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:50.587837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:50.587883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:50.587917] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:50.591403] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-11T20:16:50.591713] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-11T20:16:50.591847] [INFO ] [sig       ] AGYS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:50.734518] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AGYS.txt
[2025-12-11T20:16:50.734677] [INFO ] [sig       ] [102/3605] Completed AGYS in 0.3s | 2.93 sym/s | Total: 34.8s | ETA: 19.9m
[2025-12-11T20:16:50.734719] [INFO ] [sig       ] [103/3605] Forecasting AGZD...
[2025-12-11T20:16:50.734748] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-11T20:16:50.734777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-11T20:16:50.746754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-11T20:16:50.747148] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-11T20:16:50.748044] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-11T20:16:50.748098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:50.748130] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:50.748157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:50.748213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:50.806629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:50.807405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:50.807488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:50.807520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:50.917345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:50.917497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:50.917535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:50.917563] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:50.920958] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-11T20:16:50.921245] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-11T20:16:50.921374] [INFO ] [sig       ] AGZD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:51.064555] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AGZD.txt
[2025-12-11T20:16:51.064737] [INFO ] [sig       ] [103/3605] Completed AGZD in 0.3s | 2.93 sym/s | Total: 35.1s | ETA: 19.9m
[2025-12-11T20:16:51.064785] [INFO ] [sig       ] [104/3605] Forecasting AHCO...
[2025-12-11T20:16:51.064816] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-11T20:16:51.064847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-11T20:16:51.076333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-11T20:16:51.076670] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-11T20:16:51.077477] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-11T20:16:51.077530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:51.077563] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:51.077608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:51.077668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:51.138923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:51.139751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:51.139836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:51.139870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:51.265542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:51.265709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:51.265750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:51.265779] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:51.269344] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-11T20:16:51.269638] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-11T20:16:51.269768] [INFO ] [sig       ] AHCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:51.419774] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AHCO.txt
[2025-12-11T20:16:51.419939] [INFO ] [sig       ] [104/3605] Completed AHCO in 0.4s | 2.93 sym/s | Total: 35.5s | ETA: 19.9m
[2025-12-11T20:16:51.419987] [INFO ] [sig       ] [105/3605] Forecasting AHH...
[2025-12-11T20:16:51.420019] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-11T20:16:51.420049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-11T20:16:51.431440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-11T20:16:51.431804] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-11T20:16:51.432642] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-11T20:16:51.432695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:51.432728] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:51.432754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:51.432810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:51.494694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:51.495610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:51.495715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:51.495748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:51.627840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:51.628001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:51.628048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:51.628079] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:51.631948] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=19.19%)
[2025-12-11T20:16:51.632249] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-11T20:16:51.632390] [INFO ] [sig       ] AHH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:51.783846] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AHH.txt
[2025-12-11T20:16:51.784018] [INFO ] [sig       ] [105/3605] Completed AHH in 0.4s | 2.93 sym/s | Total: 35.8s | ETA: 19.9m
[2025-12-11T20:16:51.784059] [INFO ] [sig       ] [106/3605] Forecasting AI...
[2025-12-11T20:16:51.784091] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-11T20:16:51.784123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-11T20:16:51.796509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-11T20:16:51.796885] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-11T20:16:51.797725] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-11T20:16:51.797778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:51.797837] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:51.797872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:51.797935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:51.861343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:51.862164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:51.862252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:51.862297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:51.992292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:51.992442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:51.992482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:51.992510] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:51.996250] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=20.28%)
[2025-12-11T20:16:51.996530] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-11T20:16:51.996681] [INFO ] [sig       ] AI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:52.151347] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AI.txt
[2025-12-11T20:16:52.151495] [INFO ] [sig       ] [106/3605] Completed AI in 0.4s | 2.93 sym/s | Total: 36.2s | ETA: 19.9m
[2025-12-11T20:16:52.151536] [INFO ] [sig       ] [107/3605] Forecasting AIA...
[2025-12-11T20:16:52.151566] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-11T20:16:52.151618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-11T20:16:52.163085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-11T20:16:52.163439] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-11T20:16:52.164305] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-11T20:16:52.164358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:52.164389] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:52.164417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:52.164474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:52.228094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:52.229125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:52.229234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:52.229277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:52.346880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:52.347028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:52.347082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:52.347111] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:52.350449] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-12-11T20:16:52.350739] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-11T20:16:52.350866] [INFO ] [sig       ] AIA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:52.488384] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AIA.txt
[2025-12-11T20:16:52.488514] [INFO ] [sig       ] [107/3605] Completed AIA in 0.3s | 2.93 sym/s | Total: 36.5s | ETA: 19.9m
[2025-12-11T20:16:52.488554] [INFO ] [sig       ] [108/3605] Forecasting AIFF...
[2025-12-11T20:16:52.488602] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-11T20:16:52.488634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-11T20:16:52.499730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-11T20:16:52.500030] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-11T20:16:52.500818] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-11T20:16:52.500869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:52.500901] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:52.500927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:52.500983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:52.557611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:52.558470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:52.558557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:52.558607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:52.680824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:52.680973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:52.681011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:52.681039] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:52.684381] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-12-11T20:16:52.684671] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-11T20:16:52.684797] [INFO ] [sig       ] AIFF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:52.827970] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AIFF.txt
[2025-12-11T20:16:52.828100] [INFO ] [sig       ] [108/3605] Completed AIFF in 0.3s | 2.93 sym/s | Total: 36.9s | ETA: 19.9m
[2025-12-11T20:16:52.828140] [INFO ] [sig       ] [109/3605] Forecasting AIG...
[2025-12-11T20:16:52.828170] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-11T20:16:52.828200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-11T20:16:52.839605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-11T20:16:52.839914] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-11T20:16:52.840726] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-11T20:16:52.840777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:52.840842] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:52.840881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:52.840964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:52.898304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:52.899057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:52.899152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:52.899187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:53.018163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:53.018315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:53.018354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:53.018382] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:53.021698] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-11T20:16:53.021966] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-11T20:16:53.022099] [INFO ] [sig       ] AIG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:53.162744] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AIG.txt
[2025-12-11T20:16:53.162887] [INFO ] [sig       ] [109/3605] Completed AIG in 0.3s | 2.93 sym/s | Total: 37.2s | ETA: 19.9m
[2025-12-11T20:16:53.162930] [INFO ] [sig       ] [110/3605] Forecasting AIMD...
[2025-12-11T20:16:53.162960] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-11T20:16:53.162991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-11T20:16:53.178877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-11T20:16:53.179242] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-11T20:16:53.180038] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-11T20:16:53.180088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:53.180119] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:53.180144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:53.180199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:53.237696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:53.238559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:53.238659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:53.238693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:53.352718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:53.352866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:53.352906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:53.352932] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:53.356264] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-11T20:16:53.356534] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-11T20:16:53.356674] [INFO ] [sig       ] AIMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:53.501973] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AIMD.txt
[2025-12-11T20:16:53.502122] [INFO ] [sig       ] [110/3605] Completed AIMD in 0.3s | 2.93 sym/s | Total: 37.5s | ETA: 19.9m
[2025-12-11T20:16:53.502164] [INFO ] [sig       ] [111/3605] Forecasting AIO...
[2025-12-11T20:16:53.502192] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-11T20:16:53.502222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-11T20:16:53.514546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-11T20:16:53.514911] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-11T20:16:53.515775] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-11T20:16:53.515828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:53.515873] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:53.515902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:53.515959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:53.572618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:53.573351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:53.573430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:53.573462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:53.689259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:53.689409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:53.689448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:53.689476] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:53.692830] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-11T20:16:53.693099] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-11T20:16:53.693223] [INFO ] [sig       ] AIO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:53.846486] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AIO.txt
[2025-12-11T20:16:53.846726] [INFO ] [sig       ] [111/3605] Completed AIO in 0.3s | 2.93 sym/s | Total: 37.9s | ETA: 19.9m
[2025-12-11T20:16:53.846790] [INFO ] [sig       ] [112/3605] Forecasting AIP...
[2025-12-11T20:16:53.846838] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-11T20:16:53.846886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-11T20:16:53.859210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-11T20:16:53.859604] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-11T20:16:53.860462] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-11T20:16:53.860515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:53.860549] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:53.860596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:53.860658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:53.919988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:53.920908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:53.920992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:53.921024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:54.041002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:54.041151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:54.041192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:54.041251] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:54.044712] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-12-11T20:16:54.044985] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-11T20:16:54.045112] [INFO ] [sig       ] AIP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:54.182531] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AIP.txt
[2025-12-11T20:16:54.182684] [INFO ] [sig       ] [112/3605] Completed AIP in 0.3s | 2.93 sym/s | Total: 38.2s | ETA: 19.9m
[2025-12-11T20:16:54.182726] [INFO ] [sig       ] [113/3605] Forecasting AIPI...
[2025-12-11T20:16:54.182754] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-11T20:16:54.182784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-11T20:16:54.193965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-11T20:16:54.194354] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-11T20:16:54.195200] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-11T20:16:54.195258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:54.195290] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:54.195315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:54.195371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:54.252446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:54.253176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:54.253259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:54.253290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:54.371985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:54.372162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:54.372213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:54.372248] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:54.375902] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-12-11T20:16:54.376189] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-11T20:16:54.376319] [INFO ] [sig       ] AIPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:54.516835] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AIPI.txt
[2025-12-11T20:16:54.516980] [INFO ] [sig       ] [113/3605] Completed AIPI in 0.3s | 2.93 sym/s | Total: 38.6s | ETA: 19.9m
[2025-12-11T20:16:54.517022] [INFO ] [sig       ] [114/3605] Forecasting AIQ...
[2025-12-11T20:16:54.517053] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-11T20:16:54.517083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-11T20:16:54.529015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-11T20:16:54.529497] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-11T20:16:54.530485] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-11T20:16:54.530540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:54.530590] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:54.530619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:54.530677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:54.590430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:54.591429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:54.591515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:54.591549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:54.713753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:54.713909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:54.713948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:54.713976] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:54.717337] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2025-12-11T20:16:54.717624] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-11T20:16:54.717752] [INFO ] [sig       ] AIQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:54.857637] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AIQ.txt
[2025-12-11T20:16:54.857771] [INFO ] [sig       ] [114/3605] Completed AIQ in 0.3s | 2.93 sym/s | Total: 38.9s | ETA: 19.9m
[2025-12-11T20:16:54.857836] [INFO ] [sig       ] [115/3605] Forecasting AIRG...
[2025-12-11T20:16:54.857874] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-11T20:16:54.857906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-11T20:16:54.869423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-11T20:16:54.869761] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-11T20:16:54.870585] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-11T20:16:54.870636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:54.870667] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:54.870693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:54.870748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:54.928703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:54.929431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:54.929510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:54.929542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:55.038133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:55.038289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:55.038329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:55.038356] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:55.041802] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-11T20:16:55.042101] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-11T20:16:55.042242] [INFO ] [sig       ] AIRG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:55.183193] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AIRG.txt
[2025-12-11T20:16:55.183347] [INFO ] [sig       ] [115/3605] Completed AIRG in 0.3s | 2.93 sym/s | Total: 39.2s | ETA: 19.8m
[2025-12-11T20:16:55.183386] [INFO ] [sig       ] [116/3605] Forecasting AIRJ...
[2025-12-11T20:16:55.183416] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-11T20:16:55.183445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-11T20:16:55.194896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-11T20:16:55.195274] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-11T20:16:55.196109] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-11T20:16:55.196161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:55.196196] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:55.196223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:55.196281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:55.254328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:55.255186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:55.255268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:55.255300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:55.376288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:55.376440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:55.376482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:55.376509] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:55.379948] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-12-11T20:16:55.380256] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-11T20:16:55.380385] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:55.537919] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AIRJ.txt
[2025-12-11T20:16:55.538081] [INFO ] [sig       ] [116/3605] Completed AIRJ in 0.4s | 2.93 sym/s | Total: 39.6s | ETA: 19.8m
[2025-12-11T20:16:55.538137] [INFO ] [sig       ] [117/3605] Forecasting AIRS...
[2025-12-11T20:16:55.538171] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-11T20:16:55.538202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-11T20:16:55.549764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-11T20:16:55.550166] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-11T20:16:55.551054] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-11T20:16:55.551109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:55.551141] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:55.551167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:55.551225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:55.611894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:55.612808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:55.612892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:55.612925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:55.732780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:55.732934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:55.732974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:55.733002] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:55.736390] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-11T20:16:55.736684] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-11T20:16:55.736809] [INFO ] [sig       ] AIRS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:55.875742] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AIRS.txt
[2025-12-11T20:16:55.875879] [INFO ] [sig       ] [117/3605] Completed AIRS in 0.3s | 2.93 sym/s | Total: 39.9s | ETA: 19.8m
[2025-12-11T20:16:55.875919] [INFO ] [sig       ] [118/3605] Forecasting AISP...
[2025-12-11T20:16:55.875948] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-11T20:16:55.875978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-11T20:16:55.887377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-11T20:16:55.887678] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-11T20:16:55.888468] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-11T20:16:55.888520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:55.888551] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:55.888599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:55.888658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:55.945251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:55.945961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:55.946040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:55.946073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:56.064353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:56.064510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:56.064550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:56.064629] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:56.067986] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=38.81%)
[2025-12-11T20:16:56.068253] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-11T20:16:56.068378] [INFO ] [sig       ] AISP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:56.205479] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AISP.txt
[2025-12-11T20:16:56.205638] [INFO ] [sig       ] [118/3605] Completed AISP in 0.3s | 2.93 sym/s | Total: 40.2s | ETA: 19.8m
[2025-12-11T20:16:56.205678] [INFO ] [sig       ] [119/3605] Forecasting AIZN...
[2025-12-11T20:16:56.205706] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-11T20:16:56.205738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-11T20:16:56.217734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-11T20:16:56.218106] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-11T20:16:56.218898] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-11T20:16:56.218950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:56.218981] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:56.219007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:56.219065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:56.275028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:56.275689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:56.275794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:56.275826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:56.386868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:56.387022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:56.387065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:56.387095] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:56.390587] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-12-11T20:16:56.390888] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-11T20:16:56.391020] [INFO ] [sig       ] AIZN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:56.530453] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AIZN.txt
[2025-12-11T20:16:56.530624] [INFO ] [sig       ] [119/3605] Completed AIZN in 0.3s | 2.93 sym/s | Total: 40.6s | ETA: 19.8m
[2025-12-11T20:16:56.530663] [INFO ] [sig       ] [120/3605] Forecasting AJG...
[2025-12-11T20:16:56.530693] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-11T20:16:56.530723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-11T20:16:56.543070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-11T20:16:56.543487] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-11T20:16:56.544305] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-11T20:16:56.544357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:56.544388] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:56.544414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:56.544470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:56.602304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:56.603265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:56.603379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:56.603427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:56.724072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:56.724225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:56.724265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:56.724293] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:56.727627] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-12-11T20:16:56.727921] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-11T20:16:56.728050] [INFO ] [sig       ] AJG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:56.865018] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AJG.txt
[2025-12-11T20:16:56.865143] [INFO ] [sig       ] [120/3605] Completed AJG in 0.3s | 2.93 sym/s | Total: 40.9s | ETA: 19.8m
[2025-12-11T20:16:56.865182] [INFO ] [sig       ] [121/3605] Forecasting AKAM...
[2025-12-11T20:16:56.865211] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-11T20:16:56.865240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-11T20:16:56.876529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-11T20:16:56.876827] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-11T20:16:56.877616] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-11T20:16:56.877667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:56.877699] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:56.877725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:56.877781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:56.935656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:56.936423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:56.936505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:56.936537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:57.054941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:57.055083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:57.055122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:57.055149] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:57.058470] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-12-11T20:16:57.058762] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-11T20:16:57.058888] [INFO ] [sig       ] AKAM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:57.201840] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AKAM.txt
[2025-12-11T20:16:57.201998] [INFO ] [sig       ] [121/3605] Completed AKAM in 0.3s | 2.93 sym/s | Total: 41.2s | ETA: 19.8m
[2025-12-11T20:16:57.202037] [INFO ] [sig       ] [122/3605] Forecasting AKBA...
[2025-12-11T20:16:57.202067] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-11T20:16:57.202097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-11T20:16:57.214289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-11T20:16:57.214741] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-11T20:16:57.215613] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-11T20:16:57.215665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:57.215697] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:57.215723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:57.215792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:57.275118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:57.276072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:57.276174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:57.276207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:57.402721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:57.402876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:57.402914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:57.402943] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:57.406395] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-11T20:16:57.406726] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-11T20:16:57.406860] [INFO ] [sig       ] AKBA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:57.550815] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AKBA.txt
[2025-12-11T20:16:57.550980] [INFO ] [sig       ] [122/3605] Completed AKBA in 0.3s | 2.93 sym/s | Total: 41.6s | ETA: 19.8m
[2025-12-11T20:16:57.551020] [INFO ] [sig       ] [123/3605] Forecasting AL...
[2025-12-11T20:16:57.551052] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-11T20:16:57.551082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-11T20:16:57.563378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-11T20:16:57.563654] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-11T20:16:57.564449] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-11T20:16:57.564501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:57.564532] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:57.564557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:57.564639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:57.624106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:57.624845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:57.624932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:57.624967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:57.748493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:57.748662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:57.748703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:57.748732] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:57.752210] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2025-12-11T20:16:57.752482] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-11T20:16:57.752629] [INFO ] [sig       ] AL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:57.897045] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AL.txt
[2025-12-11T20:16:57.897196] [INFO ] [sig       ] [123/3605] Completed AL in 0.3s | 2.93 sym/s | Total: 41.9s | ETA: 19.8m
[2025-12-11T20:16:57.897239] [INFO ] [sig       ] [124/3605] Forecasting ALAB...
[2025-12-11T20:16:57.897270] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-11T20:16:57.897300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-11T20:16:57.909009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-11T20:16:57.909287] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-11T20:16:57.910102] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-11T20:16:57.910165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:57.910196] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:57.910223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:57.910279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:57.968177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:57.969034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:57.969114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:57.969145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:58.089092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:58.089232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:58.089271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:58.089297] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:58.092700] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-11T20:16:58.093006] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-11T20:16:58.093143] [INFO ] [sig       ] ALAB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:58.234785] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALAB.txt
[2025-12-11T20:16:58.234934] [INFO ] [sig       ] [124/3605] Completed ALAB in 0.3s | 2.93 sym/s | Total: 42.3s | ETA: 19.8m
[2025-12-11T20:16:58.234974] [INFO ] [sig       ] [125/3605] Forecasting ALB...
[2025-12-11T20:16:58.235005] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-11T20:16:58.235035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-11T20:16:58.246487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-11T20:16:58.246773] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-11T20:16:58.247564] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-11T20:16:58.247640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:58.247674] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:58.247701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:58.247758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:58.308299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:58.308987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:58.309068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:58.309100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:58.436402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:58.436546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:58.436603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:58.436633] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:58.440063] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-12-11T20:16:58.440330] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-11T20:16:58.440475] [INFO ] [sig       ] ALB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:58.582244] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALB.txt
[2025-12-11T20:16:58.582370] [INFO ] [sig       ] [125/3605] Completed ALB in 0.3s | 2.93 sym/s | Total: 42.6s | ETA: 19.8m
[2025-12-11T20:16:58.582408] [INFO ] [sig       ] [126/3605] Forecasting ALC...
[2025-12-11T20:16:58.582437] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-11T20:16:58.582466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-11T20:16:58.593094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-11T20:16:58.593379] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-11T20:16:58.594181] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-11T20:16:58.594233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:58.594292] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:58.594319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:58.594376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:58.652312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:58.653066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:58.653147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:58.653181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:58.770815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:58.770972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:58.771013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:58.771041] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:58.774439] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-11T20:16:58.774740] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-11T20:16:58.774871] [INFO ] [sig       ] ALC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:58.917424] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALC.txt
[2025-12-11T20:16:58.917618] [INFO ] [sig       ] [126/3605] Completed ALC in 0.3s | 2.93 sym/s | Total: 43.0s | ETA: 19.8m
[2025-12-11T20:16:58.917662] [INFO ] [sig       ] [127/3605] Forecasting ALCO...
[2025-12-11T20:16:58.917691] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-11T20:16:58.917732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-11T20:16:58.929847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-11T20:16:58.930235] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-11T20:16:58.931077] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-11T20:16:58.931128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:58.931167] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:58.931196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:58.931261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:58.988217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:58.989124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:58.989214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:58.989247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:59.108688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:59.108837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:59.108876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:59.108903] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:59.112233] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=32.50%)
[2025-12-11T20:16:59.112498] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-11T20:16:59.112643] [INFO ] [sig       ] ALCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:16:59.250607] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALCO.txt
[2025-12-11T20:16:59.250768] [INFO ] [sig       ] [127/3605] Completed ALCO in 0.3s | 2.93 sym/s | Total: 43.3s | ETA: 19.8m
[2025-12-11T20:16:59.250811] [INFO ] [sig       ] [128/3605] Forecasting ALDX...
[2025-12-11T20:16:59.250840] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-11T20:16:59.250869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-11T20:16:59.261832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-11T20:16:59.262133] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-11T20:16:59.262919] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-11T20:16:59.262971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:59.263003] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:59.263029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:59.263085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:59.319708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:59.320401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:59.320479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:59.320511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:59.440098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:59.440234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:59.440273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:59.440300] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:59.443669] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=80.43%)
[2025-12-11T20:16:59.443941] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-11T20:16:59.444069] [INFO ] [sig       ] ALDX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:59.585199] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALDX.txt
[2025-12-11T20:16:59.585353] [INFO ] [sig       ] [128/3605] Completed ALDX in 0.3s | 2.93 sym/s | Total: 43.6s | ETA: 19.8m
[2025-12-11T20:16:59.585392] [INFO ] [sig       ] [129/3605] Forecasting ALE...
[2025-12-11T20:16:59.585420] [INFO ] [sig       ] Generating forecast for: ALE
[2025-12-11T20:16:59.585453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-12-11T20:16:59.597165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-12-11T20:16:59.597520] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-12-11T20:16:59.598368] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-12-11T20:16:59.598421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:59.598452] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:59.598478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:59.598535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:16:59.657931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:16:59.658874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:16:59.658964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:16:59.658998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:16:59.778808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:16:59.778962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:16:59.779002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:16:59.779065] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:16:59.782479] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-11T20:16:59.782794] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-12-11T20:16:59.782924] [INFO ] [sig       ] ALE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:16:59.969385] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALE.txt
[2025-12-11T20:16:59.969523] [INFO ] [sig       ] [129/3605] Completed ALE in 0.4s | 2.93 sym/s | Total: 44.0s | ETA: 19.8m
[2025-12-11T20:16:59.969563] [INFO ] [sig       ] [130/3605] Forecasting ALEC...
[2025-12-11T20:16:59.969610] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-11T20:16:59.969640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-11T20:16:59.981208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-11T20:16:59.981468] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-11T20:16:59.982241] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-11T20:16:59.982293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:16:59.982324] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:16:59.982350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:16:59.982406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:00.039244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:00.039901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:00.039979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:00.040011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:00.161597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:00.161720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:00.161756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:00.161784] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:00.165017] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=29.96%)
[2025-12-11T20:17:00.165286] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-11T20:17:00.165410] [INFO ] [sig       ] ALEC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:00.306865] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALEC.txt
[2025-12-11T20:17:00.306990] [INFO ] [sig       ] [130/3605] Completed ALEC in 0.3s | 2.93 sym/s | Total: 44.3s | ETA: 19.8m
[2025-12-11T20:17:00.307028] [INFO ] [sig       ] [131/3605] Forecasting ALEX...
[2025-12-11T20:17:00.307057] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-11T20:17:00.307086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-11T20:17:00.319179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-11T20:17:00.319526] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-11T20:17:00.320311] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-11T20:17:00.320363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:00.320395] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:00.320420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:00.320476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:00.377207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:00.377878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:00.377955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:00.377987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:00.493039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:00.493211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:00.493251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:00.493279] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:00.496628] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-11T20:17:00.496898] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-11T20:17:00.497029] [INFO ] [sig       ] ALEX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:00.634669] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALEX.txt
[2025-12-11T20:17:00.636258] [INFO ] [sig       ] [131/3605] Completed ALEX in 0.3s | 2.93 sym/s | Total: 44.7s | ETA: 19.7m
[2025-12-11T20:17:00.636306] [INFO ] [sig       ] [132/3605] Forecasting ALG...
[2025-12-11T20:17:00.636345] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-11T20:17:00.636387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-11T20:17:00.649907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-11T20:17:00.650184] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-11T20:17:00.650956] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-11T20:17:00.651007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:00.651038] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:00.651064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:00.651119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:00.707959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:00.708590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:00.708671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:00.708703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:00.828165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:00.828307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:00.828343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:00.828371] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:00.831660] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=33.35%)
[2025-12-11T20:17:00.831928] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-11T20:17:00.832054] [INFO ] [sig       ] ALG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:00.969200] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALG.txt
[2025-12-11T20:17:00.969331] [INFO ] [sig       ] [132/3605] Completed ALG in 0.3s | 2.93 sym/s | Total: 45.0s | ETA: 19.7m
[2025-12-11T20:17:00.969369] [INFO ] [sig       ] [133/3605] Forecasting ALGM...
[2025-12-11T20:17:00.969398] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-11T20:17:00.969426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-11T20:17:00.984115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-11T20:17:00.984452] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-11T20:17:00.985257] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-11T20:17:00.985309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:00.985340] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:00.985365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:00.985419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:01.050802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:01.051646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:01.051727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:01.051759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:01.172426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:01.172608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:01.172649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:01.172676] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:01.176090] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-12-11T20:17:01.176373] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-11T20:17:01.176504] [INFO ] [sig       ] ALGM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:01.316537] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALGM.txt
[2025-12-11T20:17:01.316723] [INFO ] [sig       ] [133/3605] Completed ALGM in 0.3s | 2.93 sym/s | Total: 45.4s | ETA: 19.7m
[2025-12-11T20:17:01.316764] [INFO ] [sig       ] [134/3605] Forecasting ALGN...
[2025-12-11T20:17:01.316794] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-11T20:17:01.316824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-11T20:17:01.328836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-11T20:17:01.329202] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-11T20:17:01.330012] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-11T20:17:01.330064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:01.330096] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:01.330122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:01.330184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:01.388931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:01.389856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:01.389940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:01.389973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:01.511959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:01.512124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:01.512165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:01.512192] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:01.517635] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=54.66%)
[2025-12-11T20:17:01.518122] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-11T20:17:01.518324] [INFO ] [sig       ] ALGN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:01.674199] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALGN.txt
[2025-12-11T20:17:01.674336] [INFO ] [sig       ] [134/3605] Completed ALGN in 0.4s | 2.93 sym/s | Total: 45.7s | ETA: 19.7m
[2025-12-11T20:17:01.674375] [INFO ] [sig       ] [135/3605] Forecasting ALGS...
[2025-12-11T20:17:01.674404] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-11T20:17:01.674433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-11T20:17:01.685683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-11T20:17:01.685986] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-11T20:17:01.686796] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-11T20:17:01.686848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:01.686891] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:01.686919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:01.686974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:01.744382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:01.745251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:01.745336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:01.745370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:01.865424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:01.865588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:01.865629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:01.865657] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:01.869044] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=41.71%)
[2025-12-11T20:17:01.869331] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-11T20:17:01.869461] [INFO ] [sig       ] ALGS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:02.008097] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALGS.txt
[2025-12-11T20:17:02.008252] [INFO ] [sig       ] [135/3605] Completed ALGS in 0.3s | 2.93 sym/s | Total: 46.0s | ETA: 19.7m
[2025-12-11T20:17:02.008292] [INFO ] [sig       ] [136/3605] Forecasting ALHC...
[2025-12-11T20:17:02.008321] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-11T20:17:02.008350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-11T20:17:02.024521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-11T20:17:02.024920] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-11T20:17:02.025722] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-11T20:17:02.025773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:02.025805] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:02.025831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:02.025888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:02.083751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:02.084643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:02.084753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:02.084786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:02.199834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:02.199992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:02.200034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:02.200063] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:02.203502] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=54.78%)
[2025-12-11T20:17:02.203868] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-11T20:17:02.204014] [INFO ] [sig       ] ALHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:02.346698] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALHC.txt
[2025-12-11T20:17:02.346852] [INFO ] [sig       ] [136/3605] Completed ALHC in 0.3s | 2.93 sym/s | Total: 46.4s | ETA: 19.7m
[2025-12-11T20:17:02.346890] [INFO ] [sig       ] [137/3605] Forecasting ALK...
[2025-12-11T20:17:02.346920] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-11T20:17:02.346950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-11T20:17:02.358515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-11T20:17:02.358853] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-11T20:17:02.359662] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-11T20:17:02.359713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:02.359744] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:02.359769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:02.359823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:02.418037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:02.418825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:02.418908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:02.418942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:02.542540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:02.542717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:02.542759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:02.542790] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:02.546496] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-12-11T20:17:02.546888] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-11T20:17:02.547054] [INFO ] [sig       ] ALK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:02.708501] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALK.txt
[2025-12-11T20:17:02.708669] [INFO ] [sig       ] [137/3605] Completed ALK in 0.4s | 2.93 sym/s | Total: 46.7s | ETA: 19.7m
[2025-12-11T20:17:02.708710] [INFO ] [sig       ] [138/3605] Forecasting ALKS...
[2025-12-11T20:17:02.708739] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-11T20:17:02.708769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-11T20:17:02.720012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-11T20:17:02.720360] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-11T20:17:02.721167] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-11T20:17:02.721229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:02.721266] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:02.721297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:02.721363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:02.778107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:02.779022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:02.779114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:02.779146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:02.907704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:02.907884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:02.907927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:02.907954] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:02.911349] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2025-12-11T20:17:02.911659] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-11T20:17:02.911795] [INFO ] [sig       ] ALKS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:03.050078] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALKS.txt
[2025-12-11T20:17:03.050229] [INFO ] [sig       ] [138/3605] Completed ALKS in 0.3s | 2.93 sym/s | Total: 47.1s | ETA: 19.7m
[2025-12-11T20:17:03.050274] [INFO ] [sig       ] [139/3605] Forecasting ALL...
[2025-12-11T20:17:03.050305] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-11T20:17:03.050335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-11T20:17:03.061947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-11T20:17:03.062247] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-11T20:17:03.063061] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-11T20:17:03.063112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:03.063144] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:03.063170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:03.063225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:03.119274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:03.119960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:03.120039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:03.120072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:03.234231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:03.234387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:03.234430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:03.234458] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:03.237873] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-12-11T20:17:03.238146] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-11T20:17:03.238273] [INFO ] [sig       ] ALL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:03.375758] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALL.txt
[2025-12-11T20:17:03.375928] [INFO ] [sig       ] [139/3605] Completed ALL in 0.3s | 2.93 sym/s | Total: 47.4s | ETA: 19.7m
[2025-12-11T20:17:03.375967] [INFO ] [sig       ] [140/3605] Forecasting ALLE...
[2025-12-11T20:17:03.375997] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-11T20:17:03.376028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-11T20:17:03.387494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-11T20:17:03.387850] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-11T20:17:03.388662] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-11T20:17:03.388715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:03.388747] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:03.388774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:03.388830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:03.445275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:03.446133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:03.446216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:03.446248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:03.562088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:03.562250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:03.562290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:03.562318] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:03.565714] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=65.95%)
[2025-12-11T20:17:03.566012] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-11T20:17:03.566162] [INFO ] [sig       ] ALLE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:03.705339] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALLE.txt
[2025-12-11T20:17:03.705469] [INFO ] [sig       ] [140/3605] Completed ALLE in 0.3s | 2.93 sym/s | Total: 47.7s | ETA: 19.7m
[2025-12-11T20:17:03.705507] [INFO ] [sig       ] [141/3605] Forecasting ALLO...
[2025-12-11T20:17:03.705537] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-11T20:17:03.705567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-11T20:17:03.716889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-11T20:17:03.717151] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-11T20:17:03.717967] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-11T20:17:03.718018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:03.718049] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:03.718075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:03.718131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:03.775181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:03.776011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:03.776092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:03.776124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:03.894668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:03.894824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:03.894865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:03.894894] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:03.898271] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-12-11T20:17:03.898554] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-11T20:17:03.898701] [INFO ] [sig       ] ALLO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:04.040174] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALLO.txt
[2025-12-11T20:17:04.040332] [INFO ] [sig       ] [141/3605] Completed ALLO in 0.3s | 2.93 sym/s | Total: 48.1s | ETA: 19.7m
[2025-12-11T20:17:04.040374] [INFO ] [sig       ] [142/3605] Forecasting ALLY...
[2025-12-11T20:17:04.040403] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-11T20:17:04.040433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-11T20:17:04.052732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-11T20:17:04.053060] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-11T20:17:04.053932] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-11T20:17:04.053991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:04.054027] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:04.054057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:04.054115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:04.114972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:04.115924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:04.116027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:04.116070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:04.250592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:04.250744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:04.250799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:04.250829] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:04.254194] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-12-11T20:17:04.254506] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-11T20:17:04.254653] [INFO ] [sig       ] ALLY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:04.401327] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALLY.txt
[2025-12-11T20:17:04.401469] [INFO ] [sig       ] [142/3605] Completed ALLY in 0.4s | 2.93 sym/s | Total: 48.4s | ETA: 19.7m
[2025-12-11T20:17:04.401510] [INFO ] [sig       ] [143/3605] Forecasting ALMS...
[2025-12-11T20:17:04.401541] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-11T20:17:04.401588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-11T20:17:04.413559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-11T20:17:04.413971] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-11T20:17:04.414772] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-11T20:17:04.414823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:04.414882] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:04.414910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:04.414966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:04.472254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:04.473146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:04.473228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:04.473261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:04.597794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:04.597983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:04.598023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:04.598050] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:04.601745] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=76.94%)
[2025-12-11T20:17:04.602099] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-11T20:17:04.602243] [INFO ] [sig       ] ALMS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:04.757534] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALMS.txt
[2025-12-11T20:17:04.757704] [INFO ] [sig       ] [143/3605] Completed ALMS in 0.4s | 2.93 sym/s | Total: 48.8s | ETA: 19.7m
[2025-12-11T20:17:04.757744] [INFO ] [sig       ] [144/3605] Forecasting ALNY...
[2025-12-11T20:17:04.757773] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-11T20:17:04.757822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-11T20:17:04.769863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-11T20:17:04.770268] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-11T20:17:04.771122] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-11T20:17:04.771176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:04.771210] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:04.771237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:04.771294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:04.830347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:04.831278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:04.831385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:04.831418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:04.954279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:04.954449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:04.954493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:04.954521] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:04.958032] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-11T20:17:04.958311] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-11T20:17:04.958442] [INFO ] [sig       ] ALNY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:05.099057] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALNY.txt
[2025-12-11T20:17:05.099191] [INFO ] [sig       ] [144/3605] Completed ALNY in 0.3s | 2.93 sym/s | Total: 49.1s | ETA: 19.7m
[2025-12-11T20:17:05.099230] [INFO ] [sig       ] [145/3605] Forecasting ALRM...
[2025-12-11T20:17:05.099258] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-11T20:17:05.099290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-11T20:17:05.110736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-11T20:17:05.111017] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-11T20:17:05.111829] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-11T20:17:05.111883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:05.111919] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:05.111947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:05.112003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:05.171021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:05.171743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:05.171826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:05.171860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:05.295337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:05.295494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:05.295536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:05.295564] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:05.299077] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-11T20:17:05.299369] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-11T20:17:05.299507] [INFO ] [sig       ] ALRM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:05.438442] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALRM.txt
[2025-12-11T20:17:05.438595] [INFO ] [sig       ] [145/3605] Completed ALRM in 0.3s | 2.93 sym/s | Total: 49.5s | ETA: 19.7m
[2025-12-11T20:17:05.438636] [INFO ] [sig       ] [146/3605] Forecasting ALRS...
[2025-12-11T20:17:05.438664] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-11T20:17:05.438696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-11T20:17:05.450063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-11T20:17:05.450335] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-11T20:17:05.451126] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-11T20:17:05.451178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:05.451221] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:05.451249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:05.451310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:05.508281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:05.508920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:05.508999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:05.509032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:05.632164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:05.632305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:05.632345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:05.632406] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:05.635780] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-11T20:17:05.636050] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-11T20:17:05.636177] [INFO ] [sig       ] ALRS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:05.778031] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALRS.txt
[2025-12-11T20:17:05.778164] [INFO ] [sig       ] [146/3605] Completed ALRS in 0.3s | 2.93 sym/s | Total: 49.8s | ETA: 19.7m
[2025-12-11T20:17:05.778202] [INFO ] [sig       ] [147/3605] Forecasting ALSN...
[2025-12-11T20:17:05.778230] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-11T20:17:05.778260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-11T20:17:05.789404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-11T20:17:05.789704] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-11T20:17:05.790511] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-11T20:17:05.790563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:05.790622] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:05.790651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:05.790706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:05.848087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:05.848766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:05.848844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:05.848875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:05.964272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:05.964388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:05.964424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:05.964451] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:05.967697] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=59.24%)
[2025-12-11T20:17:05.967989] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-11T20:17:05.968117] [INFO ] [sig       ] ALSN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:06.105644] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALSN.txt
[2025-12-11T20:17:06.105777] [INFO ] [sig       ] [147/3605] Completed ALSN in 0.3s | 2.93 sym/s | Total: 50.1s | ETA: 19.7m
[2025-12-11T20:17:06.105815] [INFO ] [sig       ] [148/3605] Forecasting ALTG...
[2025-12-11T20:17:06.105842] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-11T20:17:06.105872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-11T20:17:06.117005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-11T20:17:06.117296] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-11T20:17:06.118127] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-11T20:17:06.118179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:06.118212] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:06.118237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:06.118294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:06.176701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:06.177406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:06.177488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:06.177521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:06.293484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:06.293632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:06.293672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:06.293699] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:06.296971] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=69.01%)
[2025-12-11T20:17:06.297238] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-11T20:17:06.297361] [INFO ] [sig       ] ALTG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:06.435201] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALTG.txt
[2025-12-11T20:17:06.435355] [INFO ] [sig       ] [148/3605] Completed ALTG in 0.3s | 2.93 sym/s | Total: 50.5s | ETA: 19.7m
[2025-12-11T20:17:06.435394] [INFO ] [sig       ] [149/3605] Forecasting ALTI...
[2025-12-11T20:17:06.435424] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-11T20:17:06.435455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-11T20:17:06.446608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-11T20:17:06.446936] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-11T20:17:06.447729] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-11T20:17:06.447781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:06.447835] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:06.447862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:06.447917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:06.504143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:06.504809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:06.504890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:06.504922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:06.624469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:06.624629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:06.624670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:06.624699] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:06.628176] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=74.73%)
[2025-12-11T20:17:06.628444] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-11T20:17:06.628570] [INFO ] [sig       ] ALTI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:06.766032] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALTI.txt
[2025-12-11T20:17:06.766174] [INFO ] [sig       ] [149/3605] Completed ALTI in 0.3s | 2.93 sym/s | Total: 50.8s | ETA: 19.6m
[2025-12-11T20:17:06.766214] [INFO ] [sig       ] [150/3605] Forecasting ALTS...
[2025-12-11T20:17:06.766250] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-11T20:17:06.766281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-11T20:17:06.777037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-11T20:17:06.777340] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-11T20:17:06.778155] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-11T20:17:06.778206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:06.778238] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:06.778264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:06.778325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:06.834898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:06.835634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:06.835717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:06.835749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:06.963369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:06.963527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:06.963585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:06.963617] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:06.967147] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-12-11T20:17:06.967427] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-11T20:17:06.967606] [INFO ] [sig       ] ALTS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:07.106489] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALTS.txt
[2025-12-11T20:17:07.106669] [INFO ] [sig       ] [150/3605] Completed ALTS in 0.3s | 2.93 sym/s | Total: 51.1s | ETA: 19.6m
[2025-12-11T20:17:07.106712] [INFO ] [sig       ] [151/3605] Forecasting ALTY...
[2025-12-11T20:17:07.106743] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-11T20:17:07.106774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-11T20:17:07.118223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-11T20:17:07.118600] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-11T20:17:07.119397] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-11T20:17:07.119452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:07.119495] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:07.119529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:07.119611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:07.179023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:07.179760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:07.179841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:07.179874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:07.292100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:07.292250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:07.292290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:07.292318] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:07.295873] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=50.38%)
[2025-12-11T20:17:07.296149] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-11T20:17:07.296279] [INFO ] [sig       ] ALTY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:07.436686] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALTY.txt
[2025-12-11T20:17:07.436828] [INFO ] [sig       ] [151/3605] Completed ALTY in 0.3s | 2.93 sym/s | Total: 51.5s | ETA: 19.6m
[2025-12-11T20:17:07.436865] [INFO ] [sig       ] [152/3605] Forecasting ALVO...
[2025-12-11T20:17:07.436894] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-11T20:17:07.436925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-11T20:17:07.448090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-11T20:17:07.448418] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-11T20:17:07.449246] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-11T20:17:07.449300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:07.449332] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:07.449359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:07.449416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:07.508305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:07.509162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:07.509244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:07.509278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:07.632920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:07.633294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:07.633369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:07.633400] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:07.638016] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-11T20:17:07.638325] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-11T20:17:07.638470] [INFO ] [sig       ] ALVO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:07.778525] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALVO.txt
[2025-12-11T20:17:07.778699] [INFO ] [sig       ] [152/3605] Completed ALVO in 0.3s | 2.93 sym/s | Total: 51.8s | ETA: 19.6m
[2025-12-11T20:17:07.778744] [INFO ] [sig       ] [153/3605] Forecasting ALX...
[2025-12-11T20:17:07.778775] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-11T20:17:07.778805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-11T20:17:07.791716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-11T20:17:07.792108] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-11T20:17:07.792918] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-11T20:17:07.792969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:07.793000] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:07.793026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:07.793082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:07.851846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:07.852692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:07.852804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:07.852838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:07.963103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:07.963252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:07.963292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:07.963343] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:07.966758] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-12-11T20:17:07.967035] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-11T20:17:07.967166] [INFO ] [sig       ] ALX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:08.105140] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALX.txt
[2025-12-11T20:17:08.105286] [INFO ] [sig       ] [153/3605] Completed ALX in 0.3s | 2.93 sym/s | Total: 52.1s | ETA: 19.6m
[2025-12-11T20:17:08.105326] [INFO ] [sig       ] [154/3605] Forecasting ALXO...
[2025-12-11T20:17:08.105356] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-11T20:17:08.105387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-11T20:17:08.116688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-11T20:17:08.116999] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-11T20:17:08.117786] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-11T20:17:08.117870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:08.117903] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:08.117929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:08.117986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:08.181541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:08.182338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:08.182421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:08.182453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:08.305109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:08.305254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:08.305294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:08.305321] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:08.308902] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-11T20:17:08.309171] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-11T20:17:08.309296] [INFO ] [sig       ] ALXO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:08.453609] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ALXO.txt
[2025-12-11T20:17:08.453749] [INFO ] [sig       ] [154/3605] Completed ALXO in 0.3s | 2.93 sym/s | Total: 52.5s | ETA: 19.6m
[2025-12-11T20:17:08.453787] [INFO ] [sig       ] [155/3605] Forecasting ALZN...
[2025-12-11T20:17:08.453816] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-11T20:17:08.453846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-11T20:17:08.465253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-11T20:17:08.465611] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-11T20:17:08.466423] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-11T20:17:08.466487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:08.466523] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:08.466550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:08.466623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:08.526022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:08.526871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:08.526955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:08.527002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:08.656144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:08.656315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:08.656361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:08.656390] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:08.659950] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-12-11T20:17:08.660252] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-11T20:17:08.660386] [INFO ] [sig       ] ALZN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:08.802791] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ALZN.txt
[2025-12-11T20:17:08.802946] [INFO ] [sig       ] [155/3605] Completed ALZN in 0.3s | 2.93 sym/s | Total: 52.8s | ETA: 19.6m
[2025-12-11T20:17:08.802985] [INFO ] [sig       ] [156/3605] Forecasting AM...
[2025-12-11T20:17:08.803015] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-11T20:17:08.803045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-11T20:17:08.814656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-11T20:17:08.815018] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-11T20:17:08.815899] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-11T20:17:08.815952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:08.815986] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:08.816013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:08.816068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:08.874912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:08.875858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:08.875949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:08.875983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:08.996760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:08.996914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:08.996953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:08.996982] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:09.000424] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-12-11T20:17:09.000795] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-11T20:17:09.000945] [INFO ] [sig       ] AM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:09.143444] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AM.txt
[2025-12-11T20:17:09.143657] [INFO ] [sig       ] [156/3605] Completed AM in 0.3s | 2.93 sym/s | Total: 53.2s | ETA: 19.6m
[2025-12-11T20:17:09.143700] [INFO ] [sig       ] [157/3605] Forecasting AMAL...
[2025-12-11T20:17:09.143730] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-11T20:17:09.143761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-11T20:17:09.156185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-11T20:17:09.156600] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-11T20:17:09.157442] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-11T20:17:09.157503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:09.157536] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:09.157563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:09.157651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:09.217419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:09.218320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:09.218414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:09.218448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:09.339955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:09.340105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:09.340144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:09.340171] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:09.343640] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=85.51%)
[2025-12-11T20:17:09.343919] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-11T20:17:09.344044] [INFO ] [sig       ] AMAL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:09.489137] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMAL.txt
[2025-12-11T20:17:09.489285] [INFO ] [sig       ] [157/3605] Completed AMAL in 0.3s | 2.93 sym/s | Total: 53.5s | ETA: 19.6m
[2025-12-11T20:17:09.489324] [INFO ] [sig       ] [158/3605] Forecasting AMBA...
[2025-12-11T20:17:09.489353] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-11T20:17:09.489383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-11T20:17:09.501057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-11T20:17:09.501346] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-11T20:17:09.502162] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-11T20:17:09.502215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:09.502248] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:09.502276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:09.502334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:09.562102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:09.562937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:09.563022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:09.563055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:09.698667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:09.698824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:09.698864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:09.698893] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:09.702781] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=79.07%)
[2025-12-11T20:17:09.703118] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-11T20:17:09.703256] [INFO ] [sig       ] AMBA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:09.844236] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMBA.txt
[2025-12-11T20:17:09.844383] [INFO ] [sig       ] [158/3605] Completed AMBA in 0.4s | 2.93 sym/s | Total: 53.9s | ETA: 19.6m
[2025-12-11T20:17:09.844423] [INFO ] [sig       ] [159/3605] Forecasting AMBP...
[2025-12-11T20:17:09.844453] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-11T20:17:09.844482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-11T20:17:09.855395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-11T20:17:09.855739] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-11T20:17:09.856533] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-11T20:17:09.856614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:09.856651] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:09.856677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:09.856733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:09.916080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:09.916865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:09.916949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:09.916983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:10.040946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:10.041103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:10.041143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:10.041172] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:10.044546] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-11T20:17:10.044887] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-11T20:17:10.045027] [INFO ] [sig       ] AMBP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:10.187554] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMBP.txt
[2025-12-11T20:17:10.187705] [INFO ] [sig       ] [159/3605] Completed AMBP in 0.3s | 2.93 sym/s | Total: 54.2s | ETA: 19.6m
[2025-12-11T20:17:10.187743] [INFO ] [sig       ] [160/3605] Forecasting AMC...
[2025-12-11T20:17:10.187772] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-11T20:17:10.187828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-11T20:17:10.199186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-11T20:17:10.199494] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-11T20:17:10.200307] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-11T20:17:10.200360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:10.200419] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:10.200447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:10.200503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:10.263274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:10.264121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:10.264204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:10.264237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:10.385044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:10.385199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:10.385240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:10.385268] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:10.388792] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=39.39%)
[2025-12-11T20:17:10.389067] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-11T20:17:10.389194] [INFO ] [sig       ] AMC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:10.528092] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMC.txt
[2025-12-11T20:17:10.528232] [INFO ] [sig       ] [160/3605] Completed AMC in 0.3s | 2.93 sym/s | Total: 54.6s | ETA: 19.6m
[2025-12-11T20:17:10.528271] [INFO ] [sig       ] [161/3605] Forecasting AMCX...
[2025-12-11T20:17:10.528300] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-11T20:17:10.528330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-11T20:17:10.540233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-11T20:17:10.540528] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-11T20:17:10.541319] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-11T20:17:10.541371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:10.541403] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:10.541429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:10.541485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:10.603139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:10.604139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:10.604225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:10.604257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:10.720794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:10.720941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:10.720981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:10.721008] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:10.724408] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-12-11T20:17:10.724699] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-11T20:17:10.724824] [INFO ] [sig       ] AMCX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:10.864494] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMCX.txt
[2025-12-11T20:17:10.864697] [INFO ] [sig       ] [161/3605] Completed AMCX in 0.3s | 2.93 sym/s | Total: 54.9s | ETA: 19.6m
[2025-12-11T20:17:10.864747] [INFO ] [sig       ] [162/3605] Forecasting AMD...
[2025-12-11T20:17:10.864776] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-11T20:17:10.864821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-11T20:17:10.876770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-11T20:17:10.877073] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-11T20:17:10.877912] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-11T20:17:10.877964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:10.877996] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:10.878022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:10.878077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:10.935530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:10.936282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:10.936365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:10.936397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:11.062633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:11.062784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:11.062825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:11.062854] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:11.066296] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-11T20:17:11.066599] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-11T20:17:11.066733] [INFO ] [sig       ] AMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:11.204727] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMD.txt
[2025-12-11T20:17:11.204886] [INFO ] [sig       ] [162/3605] Completed AMD in 0.3s | 2.93 sym/s | Total: 55.2s | ETA: 19.6m
[2025-12-11T20:17:11.204925] [INFO ] [sig       ] [163/3605] Forecasting AMDL...
[2025-12-11T20:17:11.204954] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-11T20:17:11.204985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-11T20:17:11.216283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-11T20:17:11.216603] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-11T20:17:11.217388] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-11T20:17:11.217439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:11.217469] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:11.217495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:11.217550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:11.276348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:11.277076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:11.277169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:11.277225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:11.404669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:11.404823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:11.404863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:11.404923] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:11.408432] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-11T20:17:11.408737] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-11T20:17:11.408870] [INFO ] [sig       ] AMDL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:11.547872] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMDL.txt
[2025-12-11T20:17:11.548017] [INFO ] [sig       ] [163/3605] Completed AMDL in 0.3s | 2.93 sym/s | Total: 55.6s | ETA: 19.6m
[2025-12-11T20:17:11.548060] [INFO ] [sig       ] [164/3605] Forecasting AME...
[2025-12-11T20:17:11.548089] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-11T20:17:11.548121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-11T20:17:11.559627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-11T20:17:11.559930] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-11T20:17:11.560735] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-11T20:17:11.560788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:11.560820] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:11.560846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:11.560906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:11.619436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:11.620173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:11.620254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:11.620287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:11.746370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:11.746520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:11.746559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:11.746605] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:11.749965] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=39.36%)
[2025-12-11T20:17:11.750252] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-11T20:17:11.750382] [INFO ] [sig       ] AME: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:11.894592] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AME.txt
[2025-12-11T20:17:11.894727] [INFO ] [sig       ] [164/3605] Completed AME in 0.3s | 2.93 sym/s | Total: 55.9s | ETA: 19.6m
[2025-12-11T20:17:11.894766] [INFO ] [sig       ] [165/3605] Forecasting AMG...
[2025-12-11T20:17:11.894794] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-11T20:17:11.894824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-11T20:17:11.906152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-11T20:17:11.906459] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-11T20:17:11.907265] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-11T20:17:11.907317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:11.907357] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:11.907386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:11.907469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:11.964618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:11.965275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:11.965369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:11.965404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:12.082052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:12.082204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:12.082243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:12.082273] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:12.085731] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-11T20:17:12.086013] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-11T20:17:12.086146] [INFO ] [sig       ] AMG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:12.224621] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMG.txt
[2025-12-11T20:17:12.224767] [INFO ] [sig       ] [165/3605] Completed AMG in 0.3s | 2.93 sym/s | Total: 56.3s | ETA: 19.6m
[2025-12-11T20:17:12.224806] [INFO ] [sig       ] [166/3605] Forecasting AMGN...
[2025-12-11T20:17:12.224835] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-11T20:17:12.224866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-11T20:17:12.235899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-11T20:17:12.236200] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-11T20:17:12.236994] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-11T20:17:12.237044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:12.237076] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:12.237101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:12.237157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:12.293253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:12.294015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:12.294096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:12.294128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:12.408194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:12.408356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:12.408397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:12.408423] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:12.411760] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=47.06%)
[2025-12-11T20:17:12.412028] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-11T20:17:12.412149] [INFO ] [sig       ] AMGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:12.549941] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMGN.txt
[2025-12-11T20:17:12.550078] [INFO ] [sig       ] [166/3605] Completed AMGN in 0.3s | 2.93 sym/s | Total: 56.6s | ETA: 19.5m
[2025-12-11T20:17:12.550116] [INFO ] [sig       ] [167/3605] Forecasting AMH...
[2025-12-11T20:17:12.550144] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-11T20:17:12.550174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-11T20:17:12.561208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-11T20:17:12.561500] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-11T20:17:12.562293] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-11T20:17:12.562344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:12.562376] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:12.562402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:12.562457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:12.618789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:12.619518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:12.619618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:12.619654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:12.733377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:12.733538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:12.733604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:12.733634] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:12.736995] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=65.79%)
[2025-12-11T20:17:12.737263] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-11T20:17:12.737390] [INFO ] [sig       ] AMH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:12.875328] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMH.txt
[2025-12-11T20:17:12.875477] [INFO ] [sig       ] [167/3605] Completed AMH in 0.3s | 2.93 sym/s | Total: 56.9s | ETA: 19.5m
[2025-12-11T20:17:12.875517] [INFO ] [sig       ] [168/3605] Forecasting AMLX...
[2025-12-11T20:17:12.875546] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-11T20:17:12.875598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-11T20:17:12.886631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-11T20:17:12.886966] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-11T20:17:12.887774] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-11T20:17:12.887851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:12.887884] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:12.887910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:12.887967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:12.944901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:12.945782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:12.945870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:12.945901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:13.062955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:13.063115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:13.063161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:13.063191] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:13.066557] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-11T20:17:13.066839] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-11T20:17:13.066963] [INFO ] [sig       ] AMLX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:13.205361] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMLX.txt
[2025-12-11T20:17:13.205507] [INFO ] [sig       ] [168/3605] Completed AMLX in 0.3s | 2.93 sym/s | Total: 57.2s | ETA: 19.5m
[2025-12-11T20:17:13.205547] [INFO ] [sig       ] [169/3605] Forecasting AMN...
[2025-12-11T20:17:13.205592] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-11T20:17:13.205625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-11T20:17:13.216680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-11T20:17:13.216964] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-11T20:17:13.217753] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-11T20:17:13.217829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:13.217862] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:13.217888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:13.217943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:13.276327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:13.277133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:13.277215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:13.277247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:13.393873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:13.394016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:13.394055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:13.394082] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:13.397410] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-12-11T20:17:13.397703] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-11T20:17:13.397851] [INFO ] [sig       ] AMN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:13.534819] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMN.txt
[2025-12-11T20:17:13.534957] [INFO ] [sig       ] [169/3605] Completed AMN in 0.3s | 2.94 sym/s | Total: 57.6s | ETA: 19.5m
[2025-12-11T20:17:13.534996] [INFO ] [sig       ] [170/3605] Forecasting AMP...
[2025-12-11T20:17:13.535024] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-11T20:17:13.535055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-11T20:17:13.545752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-11T20:17:13.546032] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-11T20:17:13.546815] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-11T20:17:13.546867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:13.546909] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:13.546938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:13.546994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:13.602871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:13.603566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:13.603687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:13.603720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:13.721896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:13.722046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:13.722085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:13.722120] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:13.725437] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=28.35%)
[2025-12-11T20:17:13.725724] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-11T20:17:13.725848] [INFO ] [sig       ] AMP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:13.867201] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMP.txt
[2025-12-11T20:17:13.867329] [INFO ] [sig       ] [170/3605] Completed AMP in 0.3s | 2.94 sym/s | Total: 57.9s | ETA: 19.5m
[2025-12-11T20:17:13.867366] [INFO ] [sig       ] [171/3605] Forecasting AMPG...
[2025-12-11T20:17:13.867395] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-11T20:17:13.867425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-11T20:17:13.879351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-11T20:17:13.879669] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-11T20:17:13.880452] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-11T20:17:13.880507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:13.880541] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:13.880584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:13.880644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:13.937440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:13.938134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:13.938211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:13.938243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:14.057335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:14.057490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:14.057529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:14.057557] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:14.060921] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-12-11T20:17:14.061188] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-11T20:17:14.061313] [INFO ] [sig       ] AMPG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:14.203806] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMPG.txt
[2025-12-11T20:17:14.203942] [INFO ] [sig       ] [171/3605] Completed AMPG in 0.3s | 2.94 sym/s | Total: 58.2s | ETA: 19.5m
[2025-12-11T20:17:14.203981] [INFO ] [sig       ] [172/3605] Forecasting AMPH...
[2025-12-11T20:17:14.204009] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-11T20:17:14.204039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-11T20:17:14.215708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-11T20:17:14.216008] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-11T20:17:14.216825] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-11T20:17:14.216876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:14.216908] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:14.216934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:14.216990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:14.275195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:14.275891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:14.275969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:14.276001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:14.398849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:14.398997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:14.399034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:14.399061] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:14.402418] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-11T20:17:14.402727] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-11T20:17:14.402855] [INFO ] [sig       ] AMPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:14.545664] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMPH.txt
[2025-12-11T20:17:14.545806] [INFO ] [sig       ] [172/3605] Completed AMPH in 0.3s | 2.94 sym/s | Total: 58.6s | ETA: 19.5m
[2025-12-11T20:17:14.545844] [INFO ] [sig       ] [173/3605] Forecasting AMPL...
[2025-12-11T20:17:14.545873] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-11T20:17:14.545909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-11T20:17:14.557484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-11T20:17:14.557796] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-11T20:17:14.558602] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-11T20:17:14.558654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:14.558686] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:14.558712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:14.558768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:14.616279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:14.616991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:14.617070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:14.617101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:14.729916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:14.730062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:14.730101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:14.730134] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:14.733443] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-11T20:17:14.733732] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-11T20:17:14.733854] [INFO ] [sig       ] AMPL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:14.871274] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMPL.txt
[2025-12-11T20:17:14.871425] [INFO ] [sig       ] [173/3605] Completed AMPL in 0.3s | 2.94 sym/s | Total: 58.9s | ETA: 19.5m
[2025-12-11T20:17:14.871471] [INFO ] [sig       ] [174/3605] Forecasting AMPX...
[2025-12-11T20:17:14.871506] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-11T20:17:14.871536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-11T20:17:14.882564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-11T20:17:14.882864] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-11T20:17:14.883642] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-11T20:17:14.883694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:14.883726] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:14.883752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:14.883808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:14.940452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:14.941150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:14.941228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:14.941260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:15.058236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:15.058384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:15.058425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:15.058452] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:15.061794] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-11T20:17:15.062061] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-11T20:17:15.062189] [INFO ] [sig       ] AMPX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:15.205696] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMPX.txt
[2025-12-11T20:17:15.205841] [INFO ] [sig       ] [174/3605] Completed AMPX in 0.3s | 2.94 sym/s | Total: 59.2s | ETA: 19.5m
[2025-12-11T20:17:15.205880] [INFO ] [sig       ] [175/3605] Forecasting AMRC...
[2025-12-11T20:17:15.205909] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-11T20:17:15.205939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-11T20:17:15.217521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-11T20:17:15.217866] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-11T20:17:15.218696] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-11T20:17:15.218748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:15.218782] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:15.218809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:15.218866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:15.277131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:15.277872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:15.277953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:15.277987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:15.403902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:15.404048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:15.404088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:15.404117] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:15.407543] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=74.42%)
[2025-12-11T20:17:15.407851] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-11T20:17:15.407997] [INFO ] [sig       ] AMRC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:15.547305] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMRC.txt
[2025-12-11T20:17:15.547457] [INFO ] [sig       ] [175/3605] Completed AMRC in 0.3s | 2.94 sym/s | Total: 59.6s | ETA: 19.5m
[2025-12-11T20:17:15.547512] [INFO ] [sig       ] [176/3605] Forecasting AMRN...
[2025-12-11T20:17:15.547555] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-11T20:17:15.547606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-11T20:17:15.558859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-11T20:17:15.559145] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-11T20:17:15.559929] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-11T20:17:15.559979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:15.560012] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:15.560038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:15.560094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:15.618856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:15.619665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:15.619758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:15.619791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:15.741150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:15.741298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:15.741336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:15.741365] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:15.744931] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-11T20:17:15.745213] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-11T20:17:15.745341] [INFO ] [sig       ] AMRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:15.884558] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMRN.txt
[2025-12-11T20:17:15.884719] [INFO ] [sig       ] [176/3605] Completed AMRN in 0.3s | 2.94 sym/s | Total: 59.9s | ETA: 19.5m
[2025-12-11T20:17:15.884758] [INFO ] [sig       ] [177/3605] Forecasting AMRX...
[2025-12-11T20:17:15.884788] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-11T20:17:15.884817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-11T20:17:15.896105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-11T20:17:15.896447] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-11T20:17:15.897238] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-11T20:17:15.897289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:15.897346] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:15.897374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:15.897431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:15.957071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:15.957949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:15.958033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:15.958066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:16.076267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:16.076418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:16.076457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:16.076499] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:16.079913] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=40.36%)
[2025-12-11T20:17:16.080191] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-11T20:17:16.080319] [INFO ] [sig       ] AMRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:16.218945] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMRX.txt
[2025-12-11T20:17:16.219079] [INFO ] [sig       ] [177/3605] Completed AMRX in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.5m
[2025-12-11T20:17:16.219118] [INFO ] [sig       ] [178/3605] Forecasting AMSC...
[2025-12-11T20:17:16.219146] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-11T20:17:16.219176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-11T20:17:16.230787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-11T20:17:16.231089] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-11T20:17:16.231875] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-11T20:17:16.231927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:16.231958] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:16.231984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:16.232041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:16.293964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:16.294821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:16.294904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:16.294937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:16.416366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:16.416516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:16.416560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:16.416608] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:16.420111] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=28.42%)
[2025-12-11T20:17:16.420410] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-11T20:17:16.420541] [INFO ] [sig       ] AMSC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:16.561270] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMSC.txt
[2025-12-11T20:17:16.561402] [INFO ] [sig       ] [178/3605] Completed AMSC in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-11T20:17:16.561449] [INFO ] [sig       ] [179/3605] Forecasting AMSF...
[2025-12-11T20:17:16.561481] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-11T20:17:16.561510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-11T20:17:16.572725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-11T20:17:16.573023] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-11T20:17:16.573803] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-11T20:17:16.573855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:16.573888] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:16.573914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:16.573969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:16.630722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:16.631488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:16.631599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:16.631634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:16.751142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:16.751291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:16.751331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:16.751358] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:16.754824] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=28.37%)
[2025-12-11T20:17:16.755125] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-11T20:17:16.755258] [INFO ] [sig       ] AMSF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:16.893201] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMSF.txt
[2025-12-11T20:17:16.893333] [INFO ] [sig       ] [179/3605] Completed AMSF in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-11T20:17:16.893373] [INFO ] [sig       ] [180/3605] Forecasting AMTB...
[2025-12-11T20:17:16.893403] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-11T20:17:16.893434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-11T20:17:16.904843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-11T20:17:16.905214] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-11T20:17:16.906022] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-11T20:17:16.906074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:16.906107] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:16.906134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:16.906190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:16.969156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:16.970081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:16.970171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:16.970207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:17.090843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:17.090989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:17.091027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:17.091100] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:17.094676] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-12-11T20:17:17.094964] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-11T20:17:17.095097] [INFO ] [sig       ] AMTB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:17.237207] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMTB.txt
[2025-12-11T20:17:17.237340] [INFO ] [sig       ] [180/3605] Completed AMTB in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-11T20:17:17.237377] [INFO ] [sig       ] [181/3605] Forecasting AMTX...
[2025-12-11T20:17:17.237406] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-11T20:17:17.237435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-11T20:17:17.248712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-11T20:17:17.249017] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-11T20:17:17.249862] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-11T20:17:17.249915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:17.249957] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:17.249985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:17.250045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:17.309078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:17.309750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:17.309830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:17.309863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:17.433982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:17.434122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:17.434162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:17.434198] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:17.437644] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=87.98%)
[2025-12-11T20:17:17.437952] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-11T20:17:17.438083] [INFO ] [sig       ] AMTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:17.576216] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMTX.txt
[2025-12-11T20:17:17.576341] [INFO ] [sig       ] [181/3605] Completed AMTX in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-11T20:17:17.576380] [INFO ] [sig       ] [182/3605] Forecasting AMWD...
[2025-12-11T20:17:17.576408] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-11T20:17:17.576437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-11T20:17:17.587426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-11T20:17:17.587748] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-11T20:17:17.588531] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-11T20:17:17.588603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:17.588636] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:17.588663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:17.588719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:17.646141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:17.646829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:17.646911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:17.646942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:17.767185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:17.767335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:17.767382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:17.767411] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:17.770917] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=17.64%)
[2025-12-11T20:17:17.771193] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-11T20:17:17.771321] [INFO ] [sig       ] AMWD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:17.910615] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMWD.txt
[2025-12-11T20:17:17.910814] [INFO ] [sig       ] [182/3605] Completed AMWD in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-11T20:17:17.910854] [INFO ] [sig       ] [183/3605] Forecasting AMWL...
[2025-12-11T20:17:17.910882] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-11T20:17:17.910923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-11T20:17:17.922844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-11T20:17:17.923183] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-11T20:17:17.924032] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-11T20:17:17.924085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:17.924121] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:17.924149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:17.924214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:17.980744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:17.981369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:17.981453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:17.981485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:18.101892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:18.102042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:18.102081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:18.102108] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:18.105541] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-12-11T20:17:18.105881] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-11T20:17:18.106018] [INFO ] [sig       ] AMWL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:18.245884] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMWL.txt
[2025-12-11T20:17:18.246042] [INFO ] [sig       ] [183/3605] Completed AMWL in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-11T20:17:18.246082] [INFO ] [sig       ] [184/3605] Forecasting AMX...
[2025-12-11T20:17:18.246112] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-11T20:17:18.246142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-11T20:17:18.259250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-11T20:17:18.259625] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-11T20:17:18.260650] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-11T20:17:18.260705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:18.260919] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:18.260947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:18.261005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:18.319987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:18.320881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:18.320969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:18.321003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:18.443674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:18.443813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:18.443861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:18.443891] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:18.447453] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=31.88%)
[2025-12-11T20:17:18.447786] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-11T20:17:18.447942] [INFO ] [sig       ] AMX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:18.589814] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMX.txt
[2025-12-11T20:17:18.589968] [INFO ] [sig       ] [184/3605] Completed AMX in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-11T20:17:18.590007] [INFO ] [sig       ] [185/3605] Forecasting AMZD...
[2025-12-11T20:17:18.590042] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-11T20:17:18.590072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-11T20:17:18.601452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-11T20:17:18.601790] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-11T20:17:18.602548] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-11T20:17:18.602618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:18.602651] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:18.602677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:18.602733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:18.658921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:18.659686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:18.659767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:18.659799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:18.780072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:18.780221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:18.780260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:18.780286] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:18.783649] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2025-12-11T20:17:18.783928] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-11T20:17:18.784057] [INFO ] [sig       ] AMZD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:18.924361] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AMZD.txt
[2025-12-11T20:17:18.924495] [INFO ] [sig       ] [185/3605] Completed AMZD in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-11T20:17:18.924534] [INFO ] [sig       ] [186/3605] Forecasting AMZN...
[2025-12-11T20:17:18.924563] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-11T20:17:18.924612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-11T20:17:18.937774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-11T20:17:18.938187] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-11T20:17:18.939031] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-11T20:17:18.939086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:18.939119] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:18.939146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:18.939204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:18.997752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:18.998715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:18.998802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:18.998835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:19.128214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:19.128394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:19.128436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:19.128465] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:19.132103] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=82.27%)
[2025-12-11T20:17:19.132415] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-11T20:17:19.132550] [INFO ] [sig       ] AMZN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:19.273706] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMZN.txt
[2025-12-11T20:17:19.273839] [INFO ] [sig       ] [186/3605] Completed AMZN in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:19.273877] [INFO ] [sig       ] [187/3605] Forecasting AMZZ...
[2025-12-11T20:17:19.273906] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-11T20:17:19.273936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-11T20:17:19.287458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-11T20:17:19.287769] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-11T20:17:19.288602] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-11T20:17:19.288655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:19.288687] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:19.288714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:19.288772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:19.357564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:19.358773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:19.358930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:19.358984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:19.489854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:19.490010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:19.490051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:19.490079] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:19.493517] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-11T20:17:19.493822] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-11T20:17:19.493955] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:19.638531] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AMZZ.txt
[2025-12-11T20:17:19.638708] [INFO ] [sig       ] [187/3605] Completed AMZZ in 0.4s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:19.638748] [INFO ] [sig       ] [188/3605] Forecasting AN...
[2025-12-11T20:17:19.638778] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-11T20:17:19.638809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-11T20:17:19.653119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-11T20:17:19.653628] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-11T20:17:19.654553] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-11T20:17:19.654626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:19.654660] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:19.654687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:19.654747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:19.715145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:19.716445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:19.716566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:19.716628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:19.850711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:19.850888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:19.850943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:19.851007] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:19.855041] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=22.79%)
[2025-12-11T20:17:19.855365] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-11T20:17:19.855521] [INFO ] [sig       ] AN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:20.002439] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AN.txt
[2025-12-11T20:17:20.002626] [INFO ] [sig       ] [188/3605] Completed AN in 0.4s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:20.002668] [INFO ] [sig       ] [189/3605] Forecasting ANAB...
[2025-12-11T20:17:20.002698] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-11T20:17:20.002727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-11T20:17:20.015374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-11T20:17:20.015803] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-11T20:17:20.016672] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-11T20:17:20.016725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:20.016757] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:20.016783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:20.016839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:20.076405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:20.077346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:20.077437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:20.077470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:20.197125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:20.197290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:20.197333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:20.197361] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:20.200995] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=55.61%)
[2025-12-11T20:17:20.201309] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-11T20:17:20.201453] [INFO ] [sig       ] ANAB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:20.354803] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ANAB.txt
[2025-12-11T20:17:20.354968] [INFO ] [sig       ] [189/3605] Completed ANAB in 0.4s | 2.93 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:20.355008] [INFO ] [sig       ] [190/3605] Forecasting ANDE...
[2025-12-11T20:17:20.355038] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-11T20:17:20.355070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-11T20:17:20.367440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-11T20:17:20.367922] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-11T20:17:20.368777] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-11T20:17:20.368831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:20.368863] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:20.368888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:20.368943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:20.438959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:20.439880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:20.439966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:20.439999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:20.565884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:20.566041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:20.566082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:20.566111] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:20.569614] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=45.45%)
[2025-12-11T20:17:20.569885] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-11T20:17:20.570017] [INFO ] [sig       ] ANDE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:20.707031] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ANDE.txt
[2025-12-11T20:17:20.707185] [INFO ] [sig       ] [190/3605] Completed ANDE in 0.4s | 2.93 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:20.707225] [INFO ] [sig       ] [191/3605] Forecasting ANF...
[2025-12-11T20:17:20.707253] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-11T20:17:20.707284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-11T20:17:20.719215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-11T20:17:20.719501] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-11T20:17:20.720291] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-11T20:17:20.720343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:20.720375] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:20.720401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:20.720457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:20.777231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:20.777886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:20.777965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:20.777996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:20.893412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:20.893558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:20.893613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:20.893643] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:20.896959] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=55.97%)
[2025-12-11T20:17:20.897225] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-11T20:17:20.897350] [INFO ] [sig       ] ANF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:21.035104] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ANF.txt
[2025-12-11T20:17:21.035228] [INFO ] [sig       ] [191/3605] Completed ANF in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:21.035267] [INFO ] [sig       ] [192/3605] Forecasting ANGI...
[2025-12-11T20:17:21.035296] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-11T20:17:21.035326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-11T20:17:21.047225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-11T20:17:21.047625] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-11T20:17:21.048430] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-11T20:17:21.048482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:21.048513] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:21.048538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:21.048629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:21.105899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:21.106738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:21.106817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:21.106849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:21.220780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:21.220923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:21.220962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:21.220990] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:21.224293] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-12-11T20:17:21.224559] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-11T20:17:21.224705] [INFO ] [sig       ] ANGI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:21.365207] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ANGI.txt
[2025-12-11T20:17:21.365351] [INFO ] [sig       ] [192/3605] Completed ANGI in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:21.365390] [INFO ] [sig       ] [193/3605] Forecasting ANGL...
[2025-12-11T20:17:21.365419] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-11T20:17:21.365448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-11T20:17:21.376817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-11T20:17:21.377135] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-11T20:17:21.377938] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-11T20:17:21.377991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:21.378022] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:21.378048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:21.378102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:21.434318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:21.435267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:21.435355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:21.435388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:21.560913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:21.561067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:21.561107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:21.561136] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:21.564728] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-11T20:17:21.565020] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-11T20:17:21.565152] [INFO ] [sig       ] ANGL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:21.709083] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ANGL.txt
[2025-12-11T20:17:21.709224] [INFO ] [sig       ] [193/3605] Completed ANGL in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:21.709263] [INFO ] [sig       ] [194/3605] Forecasting ANGO...
[2025-12-11T20:17:21.709291] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-11T20:17:21.709321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-11T20:17:21.720461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-11T20:17:21.720764] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-11T20:17:21.721518] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-11T20:17:21.721599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:21.721656] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:21.721688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:21.721750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:21.778951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:21.779624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:21.779702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:21.779736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:21.900560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:21.900734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:21.900774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:21.900801] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:21.904205] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-11T20:17:21.904477] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-11T20:17:21.904622] [INFO ] [sig       ] ANGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:22.045956] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ANGO.txt
[2025-12-11T20:17:22.046089] [INFO ] [sig       ] [194/3605] Completed ANGO in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:22.046128] [INFO ] [sig       ] [195/3605] Forecasting ANIK...
[2025-12-11T20:17:22.046158] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-11T20:17:22.046187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-11T20:17:22.058041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-11T20:17:22.058294] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-11T20:17:22.059059] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-11T20:17:22.059111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:22.059142] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:22.059168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:22.059224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:22.121746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:22.122562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:22.122665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:22.122698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:22.256127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:22.256266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:22.256308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:22.256339] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:22.259784] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-11T20:17:22.260061] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-11T20:17:22.260190] [INFO ] [sig       ] ANIK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:22.398099] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ANIK.txt
[2025-12-11T20:17:22.398208] [INFO ] [sig       ] [195/3605] Completed ANIK in 0.4s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:22.398245] [INFO ] [sig       ] [196/3605] Forecasting ANIP...
[2025-12-11T20:17:22.398274] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-11T20:17:22.398302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-11T20:17:22.409260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-11T20:17:22.409521] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-11T20:17:22.410287] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-11T20:17:22.410338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:22.410370] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:22.410396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:22.410451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:22.468382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:22.469048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:22.469127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:22.469160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:22.589769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:22.589894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:22.589933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:22.589962] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:22.593294] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-12-11T20:17:22.593583] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-11T20:17:22.593714] [INFO ] [sig       ] ANIP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:22.737653] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ANIP.txt
[2025-12-11T20:17:22.737798] [INFO ] [sig       ] [196/3605] Completed ANIP in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:22.737853] [INFO ] [sig       ] [197/3605] Forecasting ANIX...
[2025-12-11T20:17:22.737884] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-11T20:17:22.737915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-11T20:17:22.749867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-11T20:17:22.750193] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-11T20:17:22.751008] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-11T20:17:22.751059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:22.751091] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:22.751117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:22.751171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:22.808854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:22.809611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:22.809706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:22.809746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:22.928418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:22.928595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:22.928641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:22.928700] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:22.932154] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2025-12-11T20:17:22.932434] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-11T20:17:22.932564] [INFO ] [sig       ] ANIX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:23.070787] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ANIX.txt
[2025-12-11T20:17:23.070961] [INFO ] [sig       ] [197/3605] Completed ANIX in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-11T20:17:23.071002] [INFO ] [sig       ] [198/3605] Forecasting ANNX...
[2025-12-11T20:17:23.071031] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-11T20:17:23.071061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-11T20:17:23.082839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-11T20:17:23.083130] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-11T20:17:23.083928] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-11T20:17:23.083980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:23.084011] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:23.084037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:23.084099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:23.140907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:23.141660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:23.141743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:23.141774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:23.261837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:23.261988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:23.262027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:23.262054] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:23.265420] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-12-11T20:17:23.265717] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-11T20:17:23.265846] [INFO ] [sig       ] ANNX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:23.402968] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ANNX.txt
[2025-12-11T20:17:23.403115] [INFO ] [sig       ] [198/3605] Completed ANNX in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.3m
[2025-12-11T20:17:23.403160] [INFO ] [sig       ] [199/3605] Forecasting ANTX...
[2025-12-11T20:17:23.403189] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-11T20:17:23.403229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-11T20:17:23.415135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-11T20:17:23.415436] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-11T20:17:23.416226] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-11T20:17:23.416277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:23.416308] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:23.416334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:23.416392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:23.478771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:23.479606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:23.479701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:23.479743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:23.599260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:23.599442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:23.599483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:23.599513] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:23.603166] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-11T20:17:23.603460] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-11T20:17:23.603626] [INFO ] [sig       ] ANTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:23.749608] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ANTX.txt
[2025-12-11T20:17:23.749800] [INFO ] [sig       ] [199/3605] Completed ANTX in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.3m
[2025-12-11T20:17:23.749847] [INFO ] [sig       ] [200/3605] Forecasting ANVS...
[2025-12-11T20:17:23.749878] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-11T20:17:23.749909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-11T20:17:23.761981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-11T20:17:23.762287] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-11T20:17:23.763095] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-11T20:17:23.763146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:23.763178] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:23.763204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:23.763259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:23.820934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:23.821841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:23.821931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:23.821964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:23.946401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:23.946553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:23.946612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:23.946641] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:23.949974] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-11T20:17:23.950287] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-11T20:17:23.950446] [INFO ] [sig       ] ANVS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:24.099191] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ANVS.txt
[2025-12-11T20:17:24.099357] [INFO ] [sig       ] [200/3605] Completed ANVS in 0.3s | 2.94 sym/s | Total: 1.1m | ETA: 19.3m
[2025-12-11T20:17:24.099396] [INFO ] [sig       ] [201/3605] Forecasting AOD...
[2025-12-11T20:17:24.099426] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-11T20:17:24.099455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-11T20:17:24.111652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-11T20:17:24.112039] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-11T20:17:24.112870] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-11T20:17:24.112924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:24.112956] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:24.112983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:24.113040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:24.171760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:24.172424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:24.172514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:24.172554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:24.294157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:24.294326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:24.294366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:24.294393] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:24.297765] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-11T20:17:24.298058] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-11T20:17:24.298183] [INFO ] [sig       ] AOD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:24.446314] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AOD.txt
[2025-12-11T20:17:24.446473] [INFO ] [sig       ] [201/3605] Completed AOD in 0.3s | 2.93 sym/s | Total: 1.1m | ETA: 19.3m
[2025-12-11T20:17:24.446514] [INFO ] [sig       ] [202/3605] Forecasting AOHY...
[2025-12-11T20:17:24.446546] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-11T20:17:24.446595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-11T20:17:24.458629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-11T20:17:24.458992] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-11T20:17:24.459805] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-11T20:17:24.459860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:24.459891] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:24.459918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:24.459974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:24.518627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:24.519471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:24.519553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:24.519605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:24.635826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:24.636000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:24.636041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:24.636069] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:24.639677] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-11T20:17:24.640013] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-11T20:17:24.640156] [INFO ] [sig       ] AOHY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:24.785615] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AOHY.txt
[2025-12-11T20:17:24.785783] [INFO ] [sig       ] [202/3605] Completed AOHY in 0.3s | 2.93 sym/s | Total: 1.1m | ETA: 19.3m
[2025-12-11T20:17:24.785826] [INFO ] [sig       ] [203/3605] Forecasting AON...
[2025-12-11T20:17:24.785858] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-11T20:17:24.785890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-11T20:17:24.798191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-11T20:17:24.798639] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-11T20:17:24.799466] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-11T20:17:24.799520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:24.799553] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:24.799611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:24.799671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:24.856951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:24.857851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:24.857948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:24.857985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:24.981031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:24.981185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:24.981225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:24.981252] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:24.984624] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=76.73%)
[2025-12-11T20:17:24.984894] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-11T20:17:24.985016] [INFO ] [sig       ] AON: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:25.125145] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AON.txt
[2025-12-11T20:17:25.125309] [INFO ] [sig       ] [203/3605] Completed AON in 0.3s | 2.93 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:25.125348] [INFO ] [sig       ] [204/3605] Forecasting AOS...
[2025-12-11T20:17:25.125378] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-11T20:17:25.125408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-11T20:17:25.136979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-11T20:17:25.137297] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-11T20:17:25.138115] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-11T20:17:25.138165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:25.138196] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:25.138224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:25.138280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:25.194203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:25.194985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:25.195091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:25.195124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:25.312135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:25.312285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:25.312324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:25.312352] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:25.315734] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-11T20:17:25.316008] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-11T20:17:25.316132] [INFO ] [sig       ] AOS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:25.459152] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AOS.txt
[2025-12-11T20:17:25.459278] [INFO ] [sig       ] [204/3605] Completed AOS in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:25.459315] [INFO ] [sig       ] [205/3605] Forecasting AOSL...
[2025-12-11T20:17:25.459343] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-11T20:17:25.459372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-11T20:17:25.470557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-11T20:17:25.470825] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-11T20:17:25.471591] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-11T20:17:25.471643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:25.471684] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:25.471711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:25.471767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:25.527795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:25.528449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:25.528528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:25.528560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:25.645008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:25.645160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:25.645199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:25.645227] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:25.648548] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-11T20:17:25.648844] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-11T20:17:25.648969] [INFO ] [sig       ] AOSL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:25.789771] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AOSL.txt
[2025-12-11T20:17:25.789896] [INFO ] [sig       ] [205/3605] Completed AOSL in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:25.789940] [INFO ] [sig       ] [206/3605] Forecasting AP...
[2025-12-11T20:17:25.789970] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-11T20:17:25.789999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-11T20:17:25.801472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-11T20:17:25.801798] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-11T20:17:25.802591] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-11T20:17:25.802642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:25.802674] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:25.802699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:25.802756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:25.860002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:25.860831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:25.860916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:25.860950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:25.976440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:25.976600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:25.976641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:25.976670] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:25.980093] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-12-11T20:17:25.980369] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-11T20:17:25.980494] [INFO ] [sig       ] AP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:26.122624] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AP.txt
[2025-12-11T20:17:26.122746] [INFO ] [sig       ] [206/3605] Completed AP in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:26.122787] [INFO ] [sig       ] [207/3605] Forecasting APA...
[2025-12-11T20:17:26.122817] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-11T20:17:26.122846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-11T20:17:26.134255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-11T20:17:26.134543] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-11T20:17:26.135324] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-11T20:17:26.135375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:26.135408] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:26.135434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:26.135490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:26.191768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:26.192358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:26.192432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:26.192464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:26.314176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:26.314306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:26.314343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:26.314370] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:26.317607] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2025-12-11T20:17:26.317898] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-11T20:17:26.318024] [INFO ] [sig       ] APA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:26.459127] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/APA.txt
[2025-12-11T20:17:26.459320] [INFO ] [sig       ] [207/3605] Completed APA in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:26.459363] [INFO ] [sig       ] [208/3605] Forecasting APAM...
[2025-12-11T20:17:26.459391] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-11T20:17:26.459423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-11T20:17:26.470937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-11T20:17:26.471202] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-11T20:17:26.471986] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-11T20:17:26.472036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:26.472068] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:26.472094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:26.472149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:26.528353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:26.528983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:26.529059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:26.529090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:26.649507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:26.649685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:26.649726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:26.649755] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:26.653301] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=85.12%)
[2025-12-11T20:17:26.653627] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-11T20:17:26.653763] [INFO ] [sig       ] APAM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:26.804901] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APAM.txt
[2025-12-11T20:17:26.805054] [INFO ] [sig       ] [208/3605] Completed APAM in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:26.805100] [INFO ] [sig       ] [209/3605] Forecasting APD...
[2025-12-11T20:17:26.805132] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-11T20:17:26.805162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-11T20:17:26.817275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-11T20:17:26.817664] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-11T20:17:26.818525] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-11T20:17:26.818608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:26.818657] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:26.818687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:26.818743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:26.878111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:26.878869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:26.878951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:26.878984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:27.004882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:27.005010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:27.005049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:27.005078] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:27.008670] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=58.71%)
[2025-12-11T20:17:27.008957] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-11T20:17:27.009087] [INFO ] [sig       ] APD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:27.150484] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APD.txt
[2025-12-11T20:17:27.150657] [INFO ] [sig       ] [209/3605] Completed APD in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:27.150699] [INFO ] [sig       ] [210/3605] Forecasting APEI...
[2025-12-11T20:17:27.150729] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-11T20:17:27.150758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-11T20:17:27.162611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-11T20:17:27.163034] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-11T20:17:27.163912] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-11T20:17:27.163976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:27.164012] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:27.164039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:27.164097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:27.224166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:27.225042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:27.225128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:27.225162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:27.343661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:27.343817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:27.343857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:27.343887] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:27.347406] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=46.27%)
[2025-12-11T20:17:27.347737] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-11T20:17:27.347899] [INFO ] [sig       ] APEI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:27.491382] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/APEI.txt
[2025-12-11T20:17:27.491519] [INFO ] [sig       ] [210/3605] Completed APEI in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:27.491558] [INFO ] [sig       ] [211/3605] Forecasting APG...
[2025-12-11T20:17:27.491606] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-11T20:17:27.491636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-11T20:17:27.502751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-11T20:17:27.503069] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-11T20:17:27.503868] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-11T20:17:27.503920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:27.503977] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:27.504005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:27.504061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:27.563654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:27.564535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:27.564641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:27.564678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:27.686704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:27.686856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:27.686898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:27.686927] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:27.690603] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-11T20:17:27.690881] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-11T20:17:27.691008] [INFO ] [sig       ] APG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:27.832779] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APG.txt
[2025-12-11T20:17:27.832971] [INFO ] [sig       ] [211/3605] Completed APG in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:27.833033] [INFO ] [sig       ] [212/3605] Forecasting APGE...
[2025-12-11T20:17:27.833077] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-11T20:17:27.833123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-11T20:17:27.845941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-11T20:17:27.846301] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-11T20:17:27.847093] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-11T20:17:27.847144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:27.847176] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:27.847201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:27.847256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:27.907328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:27.908164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:27.908248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:27.908281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:28.028550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:28.028715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:28.028755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:28.028800] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:28.032338] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=65.38%)
[2025-12-11T20:17:28.032633] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-11T20:17:28.032765] [INFO ] [sig       ] APGE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:28.176314] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APGE.txt
[2025-12-11T20:17:28.176475] [INFO ] [sig       ] [212/3605] Completed APGE in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:28.176514] [INFO ] [sig       ] [213/3605] Forecasting APH...
[2025-12-11T20:17:28.176544] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-11T20:17:28.176591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-11T20:17:28.188344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-11T20:17:28.188774] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-11T20:17:28.189676] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-11T20:17:28.189730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:28.189763] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:28.189791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:28.189848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:28.249877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:28.250781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:28.250876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:28.250910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:28.372829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:28.372977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:28.373015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:28.373044] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:28.376404] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=51.05%)
[2025-12-11T20:17:28.376697] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-11T20:17:28.376825] [INFO ] [sig       ] APH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:28.516067] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APH.txt
[2025-12-11T20:17:28.516209] [INFO ] [sig       ] [213/3605] Completed APH in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:28.516248] [INFO ] [sig       ] [214/3605] Forecasting API...
[2025-12-11T20:17:28.516278] [INFO ] [sig       ] Generating forecast for: API
[2025-12-11T20:17:28.516308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-11T20:17:28.527523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-11T20:17:28.527885] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-11T20:17:28.528719] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-11T20:17:28.528777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:28.528817] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:28.528850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:28.528921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:28.587715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:28.588640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:28.588725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:28.588806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:28.712625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:28.712775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:28.712832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:28.712875] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:28.716461] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-11T20:17:28.716760] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-11T20:17:28.716893] [INFO ] [sig       ] API: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:28.865986] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/API.txt
[2025-12-11T20:17:28.866138] [INFO ] [sig       ] [214/3605] Completed API in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-11T20:17:28.866179] [INFO ] [sig       ] [215/3605] Forecasting APLD...
[2025-12-11T20:17:28.866208] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-11T20:17:28.866238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-11T20:17:28.877346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-11T20:17:28.877622] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-11T20:17:28.878439] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-11T20:17:28.878489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:28.878520] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:28.878545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:28.878629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:28.934754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:28.935409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:28.935488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:28.935520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:29.051868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:29.052011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:29.052049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:29.052076] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:29.055399] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-11T20:17:29.055690] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-11T20:17:29.055818] [INFO ] [sig       ] APLD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:29.194040] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APLD.txt
[2025-12-11T20:17:29.194194] [INFO ] [sig       ] [215/3605] Completed APLD in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.2m
[2025-12-11T20:17:29.194233] [INFO ] [sig       ] [216/3605] Forecasting APLE...
[2025-12-11T20:17:29.194262] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-11T20:17:29.194292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-11T20:17:29.206449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-11T20:17:29.206860] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-11T20:17:29.207689] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-11T20:17:29.207742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:29.207774] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:29.207862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:29.207926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:29.265192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:29.266052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:29.266134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:29.266166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:29.381263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:29.381420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:29.381460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:29.381487] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:29.384863] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=34.51%)
[2025-12-11T20:17:29.385157] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-11T20:17:29.385286] [INFO ] [sig       ] APLE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:29.523812] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/APLE.txt
[2025-12-11T20:17:29.523939] [INFO ] [sig       ] [216/3605] Completed APLE in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.2m
[2025-12-11T20:17:29.523985] [INFO ] [sig       ] [217/3605] Forecasting APLS...
[2025-12-11T20:17:29.524014] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-11T20:17:29.524043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-11T20:17:29.535294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-11T20:17:29.535565] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-11T20:17:29.536354] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-11T20:17:29.536405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:29.536436] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:29.536463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:29.536518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:29.594472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:29.595328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:29.595419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:29.595451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:29.715804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:29.715966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:29.716005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:29.716032] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:29.719384] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=27.77%)
[2025-12-11T20:17:29.719690] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-11T20:17:29.719820] [INFO ] [sig       ] APLS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:29.858481] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/APLS.txt
[2025-12-11T20:17:29.858639] [INFO ] [sig       ] [217/3605] Completed APLS in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.2m
[2025-12-11T20:17:29.858682] [INFO ] [sig       ] [218/3605] Forecasting APM...
[2025-12-11T20:17:29.858710] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-11T20:17:29.858740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-11T20:17:29.870212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-11T20:17:29.870534] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-11T20:17:29.871319] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-11T20:17:29.871371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:29.871403] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:29.871430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:29.871486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:29.928074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:29.928767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:29.928845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:29.928877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:30.042022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:30.042178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:30.042217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:30.042245] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:30.045555] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-11T20:17:30.045839] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-11T20:17:30.045970] [INFO ] [sig       ] APM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:30.182077] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/APM.txt
[2025-12-11T20:17:30.182194] [INFO ] [sig       ] [218/3605] Completed APM in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.2m
[2025-12-11T20:17:30.182231] [INFO ] [sig       ] [219/3605] Forecasting APO...
[2025-12-11T20:17:30.182260] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-11T20:17:30.182289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-11T20:17:30.193983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-11T20:17:30.194307] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-11T20:17:30.195131] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-11T20:17:30.195184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:30.195216] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:30.195244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:30.195300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:30.253325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:30.254103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:30.254189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:30.254223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:30.376561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:30.376732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:30.376771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:30.376798] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:30.380167] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-11T20:17:30.380437] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-11T20:17:30.380568] [INFO ] [sig       ] APO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:30.521089] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/APO.txt
[2025-12-11T20:17:30.521236] [INFO ] [sig       ] [219/3605] Completed APO in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.2m
[2025-12-11T20:17:30.521277] [INFO ] [sig       ] [220/3605] Forecasting APOG...
[2025-12-11T20:17:30.521308] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-11T20:17:30.521345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-11T20:17:30.533197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-11T20:17:30.533551] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-11T20:17:30.534375] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-11T20:17:30.534429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:30.534462] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:30.534490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:30.534551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:30.593873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:30.594604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:30.594684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:30.594717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:30.715076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:30.715221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:30.715260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:30.715288] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:30.718734] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-11T20:17:30.719004] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-11T20:17:30.719133] [INFO ] [sig       ] APOG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:30.859247] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/APOG.txt
[2025-12-11T20:17:30.859379] [INFO ] [sig       ] [220/3605] Completed APOG in 0.3s | 2.94 sym/s | Total: 1.2m | ETA: 19.2m
[2025-12-11T20:17:30.859416] [INFO ] [sig       ] [221/3605] Forecasting APP...
[2025-12-11T20:17:30.859444] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-11T20:17:30.859475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-11T20:17:30.871007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-11T20:17:30.871343] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-11T20:17:30.872192] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-11T20:17:30.872246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:30.872278] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:30.872308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:30.872364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:30.930815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:30.931647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:30.931769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:30.931815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:31.050449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:31.050633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:31.050675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:31.050703] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:31.054113] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-11T20:17:31.054401] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-11T20:17:31.054533] [INFO ] [sig       ] APP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:31.192542] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APP.txt
[2025-12-11T20:17:31.192693] [INFO ] [sig       ] [221/3605] Completed APP in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:31.192732] [INFO ] [sig       ] [222/3605] Forecasting APPF...
[2025-12-11T20:17:31.192762] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-11T20:17:31.192792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-11T20:17:31.203945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-11T20:17:31.204233] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-11T20:17:31.205022] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-11T20:17:31.205073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:31.205104] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:31.205131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:31.205186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:31.263556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:31.264231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:31.264314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:31.264347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:31.381196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:31.381346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:31.381387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:31.381414] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:31.384749] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-12-11T20:17:31.385017] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-11T20:17:31.385142] [INFO ] [sig       ] APPF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:31.525307] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APPF.txt
[2025-12-11T20:17:31.525441] [INFO ] [sig       ] [222/3605] Completed APPF in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:31.525481] [INFO ] [sig       ] [223/3605] Forecasting APPN...
[2025-12-11T20:17:31.525512] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-11T20:17:31.525543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-11T20:17:31.537213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-11T20:17:31.537506] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-11T20:17:31.538350] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-11T20:17:31.538402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:31.538435] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:31.538462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:31.538520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:31.597361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:31.598130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:31.598214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:31.598247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:31.716598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:31.716747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:31.716785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:31.716812] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:31.720247] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=71.25%)
[2025-12-11T20:17:31.720514] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-11T20:17:31.720655] [INFO ] [sig       ] APPN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:31.862964] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APPN.txt
[2025-12-11T20:17:31.863113] [INFO ] [sig       ] [223/3605] Completed APPN in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:31.863152] [INFO ] [sig       ] [224/3605] Forecasting APPS...
[2025-12-11T20:17:31.863181] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-11T20:17:31.863212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-11T20:17:31.874874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-11T20:17:31.875160] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-11T20:17:31.876027] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-11T20:17:31.876081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:31.876114] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:31.876141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:31.876198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:31.934692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:31.935502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:31.935604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:31.935641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:32.053897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:32.054041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:32.054079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:32.054107] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:32.057479] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=34.74%)
[2025-12-11T20:17:32.057765] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-11T20:17:32.057910] [INFO ] [sig       ] APPS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:32.197966] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/APPS.txt
[2025-12-11T20:17:32.198120] [INFO ] [sig       ] [224/3605] Completed APPS in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:32.198168] [INFO ] [sig       ] [225/3605] Forecasting APVO...
[2025-12-11T20:17:32.198208] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-11T20:17:32.198246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-11T20:17:32.210716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-11T20:17:32.211003] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-11T20:17:32.211856] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-11T20:17:32.211910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:32.211943] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:32.211973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:32.212033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:32.271402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:32.272235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:32.272315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:32.272349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:32.384279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:32.384443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:32.384484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:32.384512] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:32.387874] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-11T20:17:32.388146] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-11T20:17:32.388273] [INFO ] [sig       ] APVO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:32.527240] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APVO.txt
[2025-12-11T20:17:32.527394] [INFO ] [sig       ] [225/3605] Completed APVO in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:32.527434] [INFO ] [sig       ] [226/3605] Forecasting APYX...
[2025-12-11T20:17:32.527464] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-11T20:17:32.527494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-11T20:17:32.540149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-11T20:17:32.540528] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-11T20:17:32.541353] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-11T20:17:32.541407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:32.541440] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:32.541468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:32.541526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:32.600688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:32.601550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:32.601651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:32.601687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:32.719688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:32.719835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:32.719874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:32.719902] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:32.723240] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=50.31%)
[2025-12-11T20:17:32.723501] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-11T20:17:32.723639] [INFO ] [sig       ] APYX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:32.862828] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/APYX.txt
[2025-12-11T20:17:32.862947] [INFO ] [sig       ] [226/3605] Completed APYX in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:32.862984] [INFO ] [sig       ] [227/3605] Forecasting AQMS...
[2025-12-11T20:17:32.863012] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-11T20:17:32.863041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-11T20:17:32.874258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-11T20:17:32.874565] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-11T20:17:32.875367] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-11T20:17:32.875417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:32.875449] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:32.875475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:32.875530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:32.932803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:32.933479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:32.933558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:32.933611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:33.047104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:33.047260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:33.047299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:33.047328] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:33.050763] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2025-12-11T20:17:33.051039] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-11T20:17:33.051164] [INFO ] [sig       ] AQMS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:33.190198] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AQMS.txt
[2025-12-11T20:17:33.190347] [INFO ] [sig       ] [227/3605] Completed AQMS in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:33.190386] [INFO ] [sig       ] [228/3605] Forecasting AQN...
[2025-12-11T20:17:33.190415] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-11T20:17:33.190445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-11T20:17:33.202255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-11T20:17:33.202596] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-11T20:17:33.203394] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-11T20:17:33.203447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:33.203512] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:33.203552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:33.203653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:33.262768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:33.263631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:33.263717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:33.263750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:33.378508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:33.378679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:33.378721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:33.378748] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:33.382140] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-11T20:17:33.382423] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-11T20:17:33.382551] [INFO ] [sig       ] AQN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:33.524879] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AQN.txt
[2025-12-11T20:17:33.525035] [INFO ] [sig       ] [228/3605] Completed AQN in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.1m
[2025-12-11T20:17:33.525077] [INFO ] [sig       ] [229/3605] Forecasting AQNB...
[2025-12-11T20:17:33.525109] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-11T20:17:33.525141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-11T20:17:33.536863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-11T20:17:33.537186] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-11T20:17:33.538017] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-11T20:17:33.538079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:33.538111] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:33.538137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:33.538192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:33.595734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:33.596358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:33.596433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:33.596466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:33.704041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:33.704183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:33.704223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:33.704250] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:33.707526] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=50.44%)
[2025-12-11T20:17:33.707834] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-11T20:17:33.707976] [INFO ] [sig       ] AQNB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:33.847022] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AQNB.txt
[2025-12-11T20:17:33.847174] [INFO ] [sig       ] [229/3605] Completed AQNB in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.1m
[2025-12-11T20:17:33.847212] [INFO ] [sig       ] [230/3605] Forecasting ARBB...
[2025-12-11T20:17:33.847242] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-11T20:17:33.847272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-11T20:17:33.859532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-11T20:17:33.859999] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-11T20:17:33.860885] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-11T20:17:33.860937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:33.860969] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:33.860994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:33.861049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:33.920145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:33.920821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:33.920902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:33.920934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:34.038552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:34.038709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:34.038749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:34.038776] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:34.042421] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=11.77%)
[2025-12-11T20:17:34.042728] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-11T20:17:34.042858] [INFO ] [sig       ] ARBB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:34.181353] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARBB.txt
[2025-12-11T20:17:34.181472] [INFO ] [sig       ] [230/3605] Completed ARBB in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.1m
[2025-12-11T20:17:34.181509] [INFO ] [sig       ] [231/3605] Forecasting ARBE...
[2025-12-11T20:17:34.181538] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-11T20:17:34.181584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-11T20:17:34.193494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-11T20:17:34.193780] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-11T20:17:34.194617] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-11T20:17:34.194670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:34.194702] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:34.194728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:34.194784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:34.253593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:34.254224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:34.254306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:34.254338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:34.378232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:34.378553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:34.378607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:34.378665] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:34.382362] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=30.64%)
[2025-12-11T20:17:34.382649] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-11T20:17:34.382776] [INFO ] [sig       ] ARBE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:34.524848] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARBE.txt
[2025-12-11T20:17:34.524975] [INFO ] [sig       ] [231/3605] Completed ARBE in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.1m
[2025-12-11T20:17:34.525013] [INFO ] [sig       ] [232/3605] Forecasting ARCB...
[2025-12-11T20:17:34.525041] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-11T20:17:34.525073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-11T20:17:34.537541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-11T20:17:34.538035] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-11T20:17:34.538915] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-11T20:17:34.538980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:34.539018] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:34.539049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:34.539117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:34.596326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:34.597297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:34.597383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:34.597415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:34.720987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:34.721143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:34.721183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:34.721211] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:34.724661] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-12-11T20:17:34.724955] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-11T20:17:34.725090] [INFO ] [sig       ] ARCB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:34.864012] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARCB.txt
[2025-12-11T20:17:34.864174] [INFO ] [sig       ] [232/3605] Completed ARCB in 0.3s | 2.94 sym/s | Total: 1.3m | ETA: 19.1m
[2025-12-11T20:17:34.864218] [INFO ] [sig       ] [233/3605] Forecasting ARCC...
[2025-12-11T20:17:34.864248] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-11T20:17:34.864277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-11T20:17:34.878723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-11T20:17:34.879125] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-11T20:17:34.879984] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-11T20:17:34.880037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:34.880069] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:34.880096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:34.880152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:34.945006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:34.946014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:34.946109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:34.946152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:35.073260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:35.073436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:35.073478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:35.073509] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:35.077287] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-11T20:17:35.077676] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-11T20:17:35.077854] [INFO ] [sig       ] ARCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:35.283562] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARCC.txt
[2025-12-11T20:17:35.283818] [INFO ] [sig       ] [233/3605] Completed ARCC in 0.4s | 2.94 sym/s | Total: 1.3m | ETA: 19.1m
[2025-12-11T20:17:35.283882] [INFO ] [sig       ] [234/3605] Forecasting ARCO...
[2025-12-11T20:17:35.283929] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-11T20:17:35.283983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-11T20:17:35.299733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-11T20:17:35.300235] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-11T20:17:35.301488] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-11T20:17:35.301562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:35.301641] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:35.301684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:35.301765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:35.384168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:35.385465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:35.385618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:35.385676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:35.549679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:35.549875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:35.549936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:35.549988] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:35.555271] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-11T20:17:35.555782] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-11T20:17:35.555980] [INFO ] [sig       ] ARCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:35.756054] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARCO.txt
[2025-12-11T20:17:35.756230] [INFO ] [sig       ] [234/3605] Completed ARCO in 0.5s | 2.93 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:35.756273] [INFO ] [sig       ] [235/3605] Forecasting ARDC...
[2025-12-11T20:17:35.756303] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-11T20:17:35.756335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-11T20:17:35.769385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-11T20:17:35.769842] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-11T20:17:35.770787] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-11T20:17:35.770842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:35.770882] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:35.770910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:35.770971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:35.835672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:35.836677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:35.836791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:35.836830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:35.963331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:35.963495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:35.963538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:35.963594] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:35.967286] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-12-11T20:17:35.967631] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-11T20:17:35.967778] [INFO ] [sig       ] ARDC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:36.110819] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARDC.txt
[2025-12-11T20:17:36.110987] [INFO ] [sig       ] [235/3605] Completed ARDC in 0.4s | 2.93 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:36.111027] [INFO ] [sig       ] [236/3605] Forecasting ARDX...
[2025-12-11T20:17:36.111057] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-11T20:17:36.111086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-11T20:17:36.123045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-11T20:17:36.123438] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-11T20:17:36.124278] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-11T20:17:36.124332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:36.124364] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:36.124390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:36.124446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:36.183616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:36.184513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:36.184618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:36.184654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:36.306477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:36.306645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:36.306705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:36.306754] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:36.310248] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=47.77%)
[2025-12-11T20:17:36.310532] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-11T20:17:36.310682] [INFO ] [sig       ] ARDX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:36.451087] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARDX.txt
[2025-12-11T20:17:36.451229] [INFO ] [sig       ] [236/3605] Completed ARDX in 0.3s | 2.93 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-11T20:17:36.451269] [INFO ] [sig       ] [237/3605] Forecasting ARE...
[2025-12-11T20:17:36.451298] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-11T20:17:36.451328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-11T20:17:36.462685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-11T20:17:36.462939] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-11T20:17:36.463731] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-11T20:17:36.463782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:36.463815] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:36.463841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:36.463897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:36.520850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:36.521523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:36.521622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:36.521656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:36.644439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:36.644608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:36.644650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:36.644678] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:36.648053] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-11T20:17:36.648326] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-11T20:17:36.648453] [INFO ] [sig       ] ARE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:36.787502] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARE.txt
[2025-12-11T20:17:36.787673] [INFO ] [sig       ] [237/3605] Completed ARE in 0.3s | 2.93 sym/s | Total: 1.3m | ETA: 19.1m
[2025-12-11T20:17:36.787713] [INFO ] [sig       ] [238/3605] Forecasting AREC...
[2025-12-11T20:17:36.787744] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-11T20:17:36.787773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-11T20:17:36.799593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-11T20:17:36.799857] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-11T20:17:36.800639] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-11T20:17:36.800691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:36.800722] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:36.800749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:36.800804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:36.857399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:36.858228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:36.858333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:36.858367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:36.975915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:36.976065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:36.976105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:36.976135] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:36.979497] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=66.56%)
[2025-12-11T20:17:36.979781] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-11T20:17:36.979906] [INFO ] [sig       ] AREC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:37.135360] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AREC.txt
[2025-12-11T20:17:37.135511] [INFO ] [sig       ] [238/3605] Completed AREC in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:37.135551] [INFO ] [sig       ] [239/3605] Forecasting ARES...
[2025-12-11T20:17:37.135600] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-11T20:17:37.135632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-11T20:17:37.147245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-11T20:17:37.147595] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-11T20:17:37.148434] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-11T20:17:37.148488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:37.148521] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:37.148549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:37.148624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:37.209205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:37.210104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:37.210193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:37.210228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:37.332929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:37.333080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:37.333120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:37.333150] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:37.336687] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-11T20:17:37.336962] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-11T20:17:37.337088] [INFO ] [sig       ] ARES: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:37.487940] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARES.txt
[2025-12-11T20:17:37.488100] [INFO ] [sig       ] [239/3605] Completed ARES in 0.4s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:37.488142] [INFO ] [sig       ] [240/3605] Forecasting ARGX...
[2025-12-11T20:17:37.488182] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-11T20:17:37.488217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-11T20:17:37.498977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-11T20:17:37.499277] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-11T20:17:37.500136] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-11T20:17:37.500191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:37.500235] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:37.500263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:37.500319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:37.557816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:37.558518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:37.558612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:37.558647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:37.680586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:37.680759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:37.680801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:37.680828] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:37.684183] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-11T20:17:37.684462] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-11T20:17:37.684606] [INFO ] [sig       ] ARGX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:37.827779] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARGX.txt
[2025-12-11T20:17:37.827955] [INFO ] [sig       ] [240/3605] Completed ARGX in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:37.827995] [INFO ] [sig       ] [241/3605] Forecasting ARHS...
[2025-12-11T20:17:37.828025] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-11T20:17:37.828054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-11T20:17:37.839912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-11T20:17:37.840290] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-11T20:17:37.841142] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-11T20:17:37.841196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:37.841230] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:37.841257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:37.841314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:37.901222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:37.902168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:37.902254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:37.902289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:38.025192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:38.025340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:38.025381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:38.025410] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:38.028798] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=40.13%)
[2025-12-11T20:17:38.029076] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-11T20:17:38.029203] [INFO ] [sig       ] ARHS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:38.168588] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARHS.txt
[2025-12-11T20:17:38.168739] [INFO ] [sig       ] [241/3605] Completed ARHS in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:38.168779] [INFO ] [sig       ] [242/3605] Forecasting ARI...
[2025-12-11T20:17:38.168808] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-11T20:17:38.168838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-11T20:17:38.180081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-11T20:17:38.180411] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-11T20:17:38.181252] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-11T20:17:38.181305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:38.181337] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:38.181363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:38.181420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:38.242823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:38.243510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:38.243607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:38.243642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:38.364724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:38.364863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:38.364901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:38.364931] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:38.368655] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=71.86%)
[2025-12-11T20:17:38.368948] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-11T20:17:38.369105] [INFO ] [sig       ] ARI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:38.513758] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARI.txt
[2025-12-11T20:17:38.513916] [INFO ] [sig       ] [242/3605] Completed ARI in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:38.513957] [INFO ] [sig       ] [243/3605] Forecasting ARKO...
[2025-12-11T20:17:38.513988] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-11T20:17:38.514022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-11T20:17:38.525257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-11T20:17:38.525627] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-11T20:17:38.526432] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-11T20:17:38.526485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:38.526516] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:38.526543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:38.526629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:38.584945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:38.585790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:38.585873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:38.585907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:38.706071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:38.706218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:38.706260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:38.706290] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:38.709764] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-11T20:17:38.710038] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-11T20:17:38.710171] [INFO ] [sig       ] ARKO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:38.850551] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARKO.txt
[2025-12-11T20:17:38.850699] [INFO ] [sig       ] [243/3605] Completed ARKO in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:38.850736] [INFO ] [sig       ] [244/3605] Forecasting ARLO...
[2025-12-11T20:17:38.850771] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-11T20:17:38.850801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-11T20:17:38.862219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-11T20:17:38.862505] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-11T20:17:38.863275] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-11T20:17:38.863327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:38.863359] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:38.863385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:38.863440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:38.920590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:38.921300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:38.921380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:38.921412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:39.040582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:39.040731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:39.040770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:39.040798] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:39.044072] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-11T20:17:39.044351] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-11T20:17:39.044478] [INFO ] [sig       ] ARLO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:39.182707] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARLO.txt
[2025-12-11T20:17:39.182828] [INFO ] [sig       ] [244/3605] Completed ARLO in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:39.182866] [INFO ] [sig       ] [245/3605] Forecasting ARLP...
[2025-12-11T20:17:39.182895] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-11T20:17:39.182924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-11T20:17:39.194167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-11T20:17:39.194450] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-11T20:17:39.195233] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-11T20:17:39.195287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:39.195343] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:39.195372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:39.195446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:39.254531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:39.255403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:39.255488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:39.255522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:39.369760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:39.369912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:39.369952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:39.369978] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:39.373294] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=84.65%)
[2025-12-11T20:17:39.373560] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-11T20:17:39.373701] [INFO ] [sig       ] ARLP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:39.511449] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARLP.txt
[2025-12-11T20:17:39.511599] [INFO ] [sig       ] [245/3605] Completed ARLP in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:39.511639] [INFO ] [sig       ] [246/3605] Forecasting ARM...
[2025-12-11T20:17:39.511669] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-11T20:17:39.511698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-11T20:17:39.523947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-11T20:17:39.524234] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-11T20:17:39.525111] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-11T20:17:39.525164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:39.525196] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:39.525223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:39.525280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:39.583843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:39.584468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:39.584550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:39.584601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:39.704914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:39.705064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:39.705105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:39.705134] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:39.708454] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=31.34%)
[2025-12-11T20:17:39.708746] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-11T20:17:39.708872] [INFO ] [sig       ] ARM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:39.845675] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARM.txt
[2025-12-11T20:17:39.845818] [INFO ] [sig       ] [246/3605] Completed ARM in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:39.845857] [INFO ] [sig       ] [247/3605] Forecasting ARMK...
[2025-12-11T20:17:39.845886] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-11T20:17:39.845915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-11T20:17:39.857538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-11T20:17:39.857930] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-11T20:17:39.858763] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-11T20:17:39.858816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:39.858850] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:39.858878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:39.858935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:39.918368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:39.919250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:39.919331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:39.919364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:40.044887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:40.045034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:40.045073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:40.045116] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:40.048843] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=74.77%)
[2025-12-11T20:17:40.049117] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-11T20:17:40.049431] [INFO ] [sig       ] ARMK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:40.188810] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARMK.txt
[2025-12-11T20:17:40.188928] [INFO ] [sig       ] [247/3605] Completed ARMK in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:40.188966] [INFO ] [sig       ] [248/3605] Forecasting AROC...
[2025-12-11T20:17:40.188995] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-11T20:17:40.189024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-11T20:17:40.199935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-11T20:17:40.200192] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-11T20:17:40.200963] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-11T20:17:40.201014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:40.201044] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:40.201069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:40.201125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:40.258858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:40.259465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:40.259546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:40.259596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:40.373938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:40.374038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:40.374074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:40.374137] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:40.377275] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-11T20:17:40.377536] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-11T20:17:40.377676] [INFO ] [sig       ] AROC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:40.516378] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AROC.txt
[2025-12-11T20:17:40.516488] [INFO ] [sig       ] [248/3605] Completed AROC in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:40.516524] [INFO ] [sig       ] [249/3605] Forecasting ARQ...
[2025-12-11T20:17:40.516551] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-11T20:17:40.516597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-11T20:17:40.528174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-11T20:17:40.528434] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-11T20:17:40.529209] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-11T20:17:40.529260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:40.529290] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:40.529316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:40.529371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:40.586373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:40.587036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:40.587127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:40.587181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:40.703988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:40.704139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:40.704181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:40.704208] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:40.707545] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2025-12-11T20:17:40.707851] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-11T20:17:40.707983] [INFO ] [sig       ] ARQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:40.844783] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARQ.txt
[2025-12-11T20:17:40.844897] [INFO ] [sig       ] [249/3605] Completed ARQ in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:40.844934] [INFO ] [sig       ] [250/3605] Forecasting ARQQ...
[2025-12-11T20:17:40.844963] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-11T20:17:40.844992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-11T20:17:40.856060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-11T20:17:40.856319] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-11T20:17:40.857088] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-11T20:17:40.857141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:40.857175] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:40.857201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:40.857262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:40.913656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:40.914255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:40.914331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:40.914361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:41.030782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:41.030894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:41.030929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:41.030957] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:41.034144] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-11T20:17:41.034429] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-11T20:17:41.034560] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:41.178479] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ARQQ.txt
[2025-12-11T20:17:41.178647] [INFO ] [sig       ] [250/3605] Completed ARQQ in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:41.178689] [INFO ] [sig       ] [251/3605] Forecasting ARRY...
[2025-12-11T20:17:41.178718] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-11T20:17:41.178750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-11T20:17:41.190431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-11T20:17:41.190742] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-11T20:17:41.191496] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-11T20:17:41.191548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:41.191597] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:41.191636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:41.191694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:41.251618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:41.252468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:41.252549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:41.252598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:41.371287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:41.371447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:41.371488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:41.371515] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:41.374848] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: UP (p=63.39%)
[2025-12-11T20:17:41.375115] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-11T20:17:41.375238] [INFO ] [sig       ] ARRY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:41.516355] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARRY.txt
[2025-12-11T20:17:41.516529] [INFO ] [sig       ] [251/3605] Completed ARRY in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-11T20:17:41.516590] [INFO ] [sig       ] [252/3605] Forecasting ARTL...
[2025-12-11T20:17:41.516624] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-11T20:17:41.516653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-11T20:17:41.528368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-11T20:17:41.528787] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-11T20:17:41.529780] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-11T20:17:41.529831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:41.529861] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:41.529888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:41.529943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:41.587141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:41.588036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:41.588117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:41.588150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:41.703056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:41.703213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:41.703251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:41.703279] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:41.706645] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-12-11T20:17:41.706916] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-11T20:17:41.707042] [INFO ] [sig       ] ARTL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:41.845705] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARTL.txt
[2025-12-11T20:17:41.845866] [INFO ] [sig       ] [252/3605] Completed ARTL in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.0m
[2025-12-11T20:17:41.845907] [INFO ] [sig       ] [253/3605] Forecasting ARTNA...
[2025-12-11T20:17:41.845937] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-11T20:17:41.845966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-11T20:17:41.857781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-11T20:17:41.858145] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-11T20:17:41.858974] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-11T20:17:41.859028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:41.859060] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:41.859087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:41.859144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:41.916759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:41.917551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:41.917654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:41.917688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:42.037906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:42.038054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:42.038093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:42.038120] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:42.041441] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-12-11T20:17:42.041727] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-11T20:17:42.041853] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:42.178773] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARTNA.txt
[2025-12-11T20:17:42.178923] [INFO ] [sig       ] [253/3605] Completed ARTNA in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.0m
[2025-12-11T20:17:42.178962] [INFO ] [sig       ] [254/3605] Forecasting ARVN...
[2025-12-11T20:17:42.178992] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-11T20:17:42.179021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-11T20:17:42.190557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-11T20:17:42.190958] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-11T20:17:42.191780] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-11T20:17:42.191832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:42.191863] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:42.191888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:42.191947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:42.248381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:42.249235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:42.249314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:42.249345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:42.372321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:42.372545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:42.372607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:42.372640] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:42.377133] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2025-12-11T20:17:42.377604] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-11T20:17:42.377783] [INFO ] [sig       ] ARVN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:42.519297] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ARVN.txt
[2025-12-11T20:17:42.519485] [INFO ] [sig       ] [254/3605] Completed ARVN in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.0m
[2025-12-11T20:17:42.519528] [INFO ] [sig       ] [255/3605] Forecasting ASA...
[2025-12-11T20:17:42.519560] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-11T20:17:42.519632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-11T20:17:42.533248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-11T20:17:42.533649] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-11T20:17:42.534465] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-11T20:17:42.534520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:42.534553] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:42.534607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:42.534668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:42.592340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:42.593231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:42.593345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:42.593379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:42.711216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:42.711376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:42.711416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:42.711443] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:42.714796] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=81.02%)
[2025-12-11T20:17:42.715069] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-11T20:17:42.715198] [INFO ] [sig       ] ASA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:42.856588] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASA.txt
[2025-12-11T20:17:42.856723] [INFO ] [sig       ] [255/3605] Completed ASA in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.0m
[2025-12-11T20:17:42.856761] [INFO ] [sig       ] [256/3605] Forecasting ASB...
[2025-12-11T20:17:42.856790] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-11T20:17:42.856821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-11T20:17:42.868177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-11T20:17:42.868466] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-11T20:17:42.869254] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-11T20:17:42.869305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:42.869336] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:42.869362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:42.869418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:42.928517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:42.929298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:42.929380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:42.929413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:43.053705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:43.053853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:43.053894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:43.053921] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:43.057268] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=55.50%)
[2025-12-11T20:17:43.057536] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-11T20:17:43.057681] [INFO ] [sig       ] ASB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:43.193857] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASB.txt
[2025-12-11T20:17:43.193989] [INFO ] [sig       ] [256/3605] Completed ASB in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:43.194028] [INFO ] [sig       ] [257/3605] Forecasting ASBA...
[2025-12-11T20:17:43.194056] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-11T20:17:43.194084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-11T20:17:43.205478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-11T20:17:43.205820] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-11T20:17:43.206604] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-11T20:17:43.206655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:43.206686] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:43.206712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:43.206768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:43.262943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:43.263641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:43.263718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:43.263750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:43.371522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:43.371705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:43.371747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:43.371776] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:43.375427] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=34.49%)
[2025-12-11T20:17:43.375812] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-11T20:17:43.375967] [INFO ] [sig       ] ASBA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:43.523281] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ASBA.txt
[2025-12-11T20:17:43.523437] [INFO ] [sig       ] [257/3605] Completed ASBA in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:43.523476] [INFO ] [sig       ] [258/3605] Forecasting ASC...
[2025-12-11T20:17:43.523505] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-11T20:17:43.523536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-11T20:17:43.540763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-11T20:17:43.541331] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-11T20:17:43.542500] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-11T20:17:43.542565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:43.542630] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:43.542663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:43.542745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:43.604004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:43.605082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:43.605172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:43.605205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:43.723325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:43.723519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:43.723567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:43.723617] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:43.727394] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=87.76%)
[2025-12-11T20:17:43.727734] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-11T20:17:43.727903] [INFO ] [sig       ] ASC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:43.878788] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASC.txt
[2025-12-11T20:17:43.878975] [INFO ] [sig       ] [258/3605] Completed ASC in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:43.879015] [INFO ] [sig       ] [259/3605] Forecasting ASG...
[2025-12-11T20:17:43.879045] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-11T20:17:43.879074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-11T20:17:43.891170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-11T20:17:43.891587] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-11T20:17:43.892375] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-11T20:17:43.892426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:43.892457] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:43.892483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:43.892538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:43.949532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:43.950218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:43.950308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:43.950339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:44.074457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:44.074631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:44.074674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:44.074700] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:44.078110] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-11T20:17:44.078382] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-11T20:17:44.078509] [INFO ] [sig       ] ASG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:44.216353] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASG.txt
[2025-12-11T20:17:44.216488] [INFO ] [sig       ] [259/3605] Completed ASG in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:44.216526] [INFO ] [sig       ] [260/3605] Forecasting ASGI...
[2025-12-11T20:17:44.216555] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-11T20:17:44.216602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-11T20:17:44.228065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-11T20:17:44.228381] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-11T20:17:44.229177] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-11T20:17:44.229228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:44.229259] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:44.229284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:44.229339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:44.286300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:44.287105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:44.287183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:44.287214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:44.409165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:44.409336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:44.409376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:44.409402] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:44.412935] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-11T20:17:44.413222] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-11T20:17:44.413368] [INFO ] [sig       ] ASGI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:44.600412] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASGI.txt
[2025-12-11T20:17:44.600547] [INFO ] [sig       ] [260/3605] Completed ASGI in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:44.600602] [INFO ] [sig       ] [261/3605] Forecasting ASGN...
[2025-12-11T20:17:44.600634] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-11T20:17:44.600663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-11T20:17:44.612420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-11T20:17:44.612708] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-11T20:17:44.613457] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-11T20:17:44.613508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:44.613539] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:44.613564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:44.613642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:44.675297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:44.676058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:44.676136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:44.676175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:44.794189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:44.794331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:44.794369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:44.794397] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:44.797703] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=27.56%)
[2025-12-11T20:17:44.797983] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-11T20:17:44.798109] [INFO ] [sig       ] ASGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:44.938259] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ASGN.txt
[2025-12-11T20:17:44.938403] [INFO ] [sig       ] [261/3605] Completed ASGN in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:44.938441] [INFO ] [sig       ] [262/3605] Forecasting ASH...
[2025-12-11T20:17:44.938471] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-11T20:17:44.938500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-11T20:17:44.950243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-11T20:17:44.950507] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-11T20:17:44.951298] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-11T20:17:44.951350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:44.951407] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:44.951435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:44.951491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:45.008248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:45.009106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:45.009189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:45.009221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:45.129368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:45.129516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:45.129556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:45.129602] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:45.132945] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=40.32%)
[2025-12-11T20:17:45.133222] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-11T20:17:45.133369] [INFO ] [sig       ] ASH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:45.273648] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ASH.txt
[2025-12-11T20:17:45.273802] [INFO ] [sig       ] [262/3605] Completed ASH in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:45.273842] [INFO ] [sig       ] [263/3605] Forecasting ASIX...
[2025-12-11T20:17:45.273879] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-11T20:17:45.273908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-11T20:17:45.285634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-11T20:17:45.285995] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-11T20:17:45.286823] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-11T20:17:45.286873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:45.286903] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:45.286929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:45.286985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:45.347722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:45.348709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:45.348799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:45.348833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:45.466148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:45.466342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:45.466390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:45.466425] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:45.469949] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-11T20:17:45.470254] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-11T20:17:45.470387] [INFO ] [sig       ] ASIX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:45.618448] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASIX.txt
[2025-12-11T20:17:45.618632] [INFO ] [sig       ] [263/3605] Completed ASIX in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:45.618676] [INFO ] [sig       ] [264/3605] Forecasting ASLE...
[2025-12-11T20:17:45.618708] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-11T20:17:45.618751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-11T20:17:45.631275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-11T20:17:45.631686] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-11T20:17:45.632521] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-11T20:17:45.632616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:45.632653] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:45.632681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:45.632739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:45.693161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:45.694065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:45.694153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:45.694193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:45.819059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:45.819240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:45.819312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:45.819355] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:45.823514] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-12-11T20:17:45.823817] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-11T20:17:45.823953] [INFO ] [sig       ] ASLE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:45.973911] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ASLE.txt
[2025-12-11T20:17:45.974080] [INFO ] [sig       ] [264/3605] Completed ASLE in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:45.974126] [INFO ] [sig       ] [265/3605] Forecasting ASMB...
[2025-12-11T20:17:45.974160] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-11T20:17:45.974193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-11T20:17:45.987929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-11T20:17:45.988352] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-11T20:17:45.989237] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-11T20:17:45.989294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:45.989325] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:45.989350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:45.989433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:46.056633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:46.057677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:46.057793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:46.057872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:46.189034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:46.189186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:46.189227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:46.189294] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:46.192724] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=63.87%)
[2025-12-11T20:17:46.193015] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-11T20:17:46.193146] [INFO ] [sig       ] ASMB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:46.334928] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASMB.txt
[2025-12-11T20:17:46.335087] [INFO ] [sig       ] [265/3605] Completed ASMB in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:46.335129] [INFO ] [sig       ] [266/3605] Forecasting ASML...
[2025-12-11T20:17:46.335157] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-11T20:17:46.335187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-11T20:17:46.347850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-11T20:17:46.348222] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-11T20:17:46.349101] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-11T20:17:46.349156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:46.349189] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:46.349216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:46.349273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:46.410200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:46.411080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:46.411162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:46.411194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:46.536897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:46.537044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:46.537087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:46.537115] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:46.540506] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=34.28%)
[2025-12-11T20:17:46.540808] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-11T20:17:46.540937] [INFO ] [sig       ] ASML: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:46.686252] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ASML.txt
[2025-12-11T20:17:46.686401] [INFO ] [sig       ] [266/3605] Completed ASML in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:46.686443] [INFO ] [sig       ] [267/3605] Forecasting ASND...
[2025-12-11T20:17:46.686473] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-11T20:17:46.686504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-11T20:17:46.700051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-11T20:17:46.700386] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-11T20:17:46.701180] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-11T20:17:46.701232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:46.701264] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:46.701289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:46.701346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:46.757959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:46.758856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:46.758939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:46.758973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:46.885845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:46.886008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:46.886050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:46.886080] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:46.889827] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-12-11T20:17:46.890134] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-11T20:17:46.890272] [INFO ] [sig       ] ASND: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:47.035316] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ASND.txt
[2025-12-11T20:17:47.035454] [INFO ] [sig       ] [267/3605] Completed ASND in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:47.035499] [INFO ] [sig       ] [268/3605] Forecasting ASNS...
[2025-12-11T20:17:47.035529] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-11T20:17:47.035560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-11T20:17:47.048452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-11T20:17:47.048881] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-11T20:17:47.049723] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-11T20:17:47.049776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:47.049809] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:47.049836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:47.049893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:47.108244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:47.109198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:47.109286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:47.109318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:47.224264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:47.224431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:47.224474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:47.224503] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:47.228043] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-11T20:17:47.228340] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-11T20:17:47.228473] [INFO ] [sig       ] ASNS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:47.370087] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ASNS.txt
[2025-12-11T20:17:47.370263] [INFO ] [sig       ] [268/3605] Completed ASNS in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:47.370304] [INFO ] [sig       ] [269/3605] Forecasting ASO...
[2025-12-11T20:17:47.370331] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-11T20:17:47.370360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-11T20:17:47.381497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-11T20:17:47.381900] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-11T20:17:47.382730] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-11T20:17:47.382781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:47.382814] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:47.382840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:47.382895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:47.441371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:47.442282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:47.442366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:47.442399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:47.565774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:47.565953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:47.565995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:47.566023] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:47.569661] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=66.91%)
[2025-12-11T20:17:47.570054] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-11T20:17:47.570202] [INFO ] [sig       ] ASO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:47.710624] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASO.txt
[2025-12-11T20:17:47.710781] [INFO ] [sig       ] [269/3605] Completed ASO in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:47.710822] [INFO ] [sig       ] [270/3605] Forecasting ASPI...
[2025-12-11T20:17:47.710851] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-11T20:17:47.710880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-11T20:17:47.722409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-11T20:17:47.722814] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-11T20:17:47.723618] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-11T20:17:47.723670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:47.723701] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:47.723726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:47.723781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:47.780854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:47.781744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:47.781827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:47.781859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:47.902659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:47.902819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:47.902859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:47.902886] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:47.906442] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-11T20:17:47.906817] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-11T20:17:47.906956] [INFO ] [sig       ] ASPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:48.046136] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ASPI.txt
[2025-12-11T20:17:48.046290] [INFO ] [sig       ] [270/3605] Completed ASPI in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:48.046329] [INFO ] [sig       ] [271/3605] Forecasting ASPN...
[2025-12-11T20:17:48.046357] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-11T20:17:48.046388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-11T20:17:48.057242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-11T20:17:48.057523] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-11T20:17:48.058334] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-11T20:17:48.058386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:48.058417] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:48.058442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:48.058497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:48.116463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:48.117364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:48.117447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:48.117479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:48.243248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:48.243450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:48.243522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:48.243554] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:48.247253] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-11T20:17:48.247558] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-11T20:17:48.247706] [INFO ] [sig       ] ASPN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:48.386656] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASPN.txt
[2025-12-11T20:17:48.386821] [INFO ] [sig       ] [271/3605] Completed ASPN in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-11T20:17:48.386865] [INFO ] [sig       ] [272/3605] Forecasting ASPS...
[2025-12-11T20:17:48.386895] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-11T20:17:48.386926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-11T20:17:48.399025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-11T20:17:48.399360] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-11T20:17:48.400176] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-11T20:17:48.400229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:48.400261] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:48.400288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:48.400345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:48.458792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:48.459702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:48.459821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:48.459855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:48.577049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:48.577206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:48.577247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:48.577278] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:48.580798] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-11T20:17:48.581078] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-11T20:17:48.581205] [INFO ] [sig       ] ASPS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:48.721276] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASPS.txt
[2025-12-11T20:17:48.721417] [INFO ] [sig       ] [272/3605] Completed ASPS in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 18.9m
[2025-12-11T20:17:48.721457] [INFO ] [sig       ] [273/3605] Forecasting ASTE...
[2025-12-11T20:17:48.721486] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-11T20:17:48.721515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-11T20:17:48.733011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-11T20:17:48.733408] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-11T20:17:48.734229] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-11T20:17:48.734283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:48.734315] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:48.734340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:48.734397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:48.791170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:48.792043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:48.792124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:48.792156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:48.910518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:48.910702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:48.910754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:48.910788] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:48.914610] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: UP (p=57.71%)
[2025-12-11T20:17:48.914984] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-11T20:17:48.915131] [INFO ] [sig       ] ASTE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:49.066507] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASTE.txt
[2025-12-11T20:17:49.066692] [INFO ] [sig       ] [273/3605] Completed ASTE in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:49.066733] [INFO ] [sig       ] [274/3605] Forecasting ASTH...
[2025-12-11T20:17:49.066762] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-11T20:17:49.066803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-11T20:17:49.079816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-11T20:17:49.080238] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-11T20:17:49.081186] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-11T20:17:49.081240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:49.081285] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:49.081322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:49.081426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:49.138956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:49.139940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:49.140053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:49.140090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:49.259641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:49.259801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:49.259843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:49.259872] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:49.263348] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-12-11T20:17:49.263650] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-11T20:17:49.263782] [INFO ] [sig       ] ASTH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:49.402672] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASTH.txt
[2025-12-11T20:17:49.402836] [INFO ] [sig       ] [274/3605] Completed ASTH in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:49.402885] [INFO ] [sig       ] [275/3605] Forecasting ASTI...
[2025-12-11T20:17:49.402916] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-11T20:17:49.402945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-11T20:17:49.415087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-11T20:17:49.415432] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-11T20:17:49.416246] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-11T20:17:49.416300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:49.416343] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:49.416371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:49.416427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:49.473843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:49.474747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:49.474833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:49.474865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:49.600244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:49.600398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:49.600440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:49.600470] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:49.603993] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=53.31%)
[2025-12-11T20:17:49.604317] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-11T20:17:49.604455] [INFO ] [sig       ] ASTI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:49.747226] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASTI.txt
[2025-12-11T20:17:49.747421] [INFO ] [sig       ] [275/3605] Completed ASTI in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:49.747463] [INFO ] [sig       ] [276/3605] Forecasting ASTL...
[2025-12-11T20:17:49.747495] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-11T20:17:49.747526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-11T20:17:49.758838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-11T20:17:49.759164] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-11T20:17:49.759972] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-11T20:17:49.760026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:49.760059] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:49.760087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:49.760144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:49.817674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:49.818419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:49.818503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:49.818537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:49.937981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:49.938144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:49.938196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:49.938239] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:49.941697] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-11T20:17:49.941977] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-11T20:17:49.942104] [INFO ] [sig       ] ASTL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:50.082846] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASTL.txt
[2025-12-11T20:17:50.082981] [INFO ] [sig       ] [276/3605] Completed ASTL in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:50.083020] [INFO ] [sig       ] [277/3605] Forecasting ASTS...
[2025-12-11T20:17:50.083049] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-11T20:17:50.083078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-11T20:17:50.094252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-11T20:17:50.094542] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-11T20:17:50.095323] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-11T20:17:50.095374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:50.095406] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:50.095433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:50.095488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:50.153650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:50.154429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:50.154510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:50.154543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:50.274212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:50.274360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:50.274401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:50.274429] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:50.277768] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-11T20:17:50.278059] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-11T20:17:50.278187] [INFO ] [sig       ] ASTS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:50.415518] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASTS.txt
[2025-12-11T20:17:50.415675] [INFO ] [sig       ] [277/3605] Completed ASTS in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:50.415716] [INFO ] [sig       ] [278/3605] Forecasting ASX...
[2025-12-11T20:17:50.415744] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-11T20:17:50.415775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-11T20:17:50.426924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-11T20:17:50.427220] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-11T20:17:50.428032] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-11T20:17:50.428083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:50.428115] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:50.428141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:50.428197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:50.484706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:50.485379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:50.485463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:50.485493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:50.609550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:50.609732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:50.609778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:50.609808] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:50.613231] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-11T20:17:50.613514] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-11T20:17:50.613658] [INFO ] [sig       ] ASX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:50.751728] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ASX.txt
[2025-12-11T20:17:50.751882] [INFO ] [sig       ] [278/3605] Completed ASX in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:50.751922] [INFO ] [sig       ] [279/3605] Forecasting ASYS...
[2025-12-11T20:17:50.751957] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-11T20:17:50.751988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-11T20:17:50.764732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-11T20:17:50.765160] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-11T20:17:50.765978] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-11T20:17:50.766030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:50.766090] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:50.766118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:50.766175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:50.825280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:50.826216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:50.826304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:50.826336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:50.951136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:50.951306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:50.951357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:50.951391] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:50.954893] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-12-11T20:17:50.955196] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-11T20:17:50.955331] [INFO ] [sig       ] ASYS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:51.097945] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ASYS.txt
[2025-12-11T20:17:51.098125] [INFO ] [sig       ] [279/3605] Completed ASYS in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:51.098180] [INFO ] [sig       ] [280/3605] Forecasting ATAI...
[2025-12-11T20:17:51.098216] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-11T20:17:51.098257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-11T20:17:51.112009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-11T20:17:51.112359] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-11T20:17:51.113181] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-11T20:17:51.113233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:51.113265] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:51.113290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:51.113346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:51.174219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:51.175053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:51.175137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:51.175169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:51.300061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:51.300233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:51.300283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:51.300319] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:51.304184] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2025-12-11T20:17:51.304497] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-11T20:17:51.304666] [INFO ] [sig       ] ATAI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:51.458313] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATAI.txt
[2025-12-11T20:17:51.458460] [INFO ] [sig       ] [280/3605] Completed ATAI in 0.4s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:51.458508] [INFO ] [sig       ] [281/3605] Forecasting ATEC...
[2025-12-11T20:17:51.458546] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-11T20:17:51.458597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-11T20:17:51.470960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-11T20:17:51.471292] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-11T20:17:51.472267] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-11T20:17:51.472333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:51.472385] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:51.472429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:51.472504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:51.538771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:51.539886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:51.539973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:51.540018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:51.673875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:51.674060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:51.674108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:51.674138] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:51.678024] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-11T20:17:51.678324] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-11T20:17:51.678466] [INFO ] [sig       ] ATEC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:51.825929] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATEC.txt
[2025-12-11T20:17:51.826060] [INFO ] [sig       ] [281/3605] Completed ATEC in 0.4s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:51.826098] [INFO ] [sig       ] [282/3605] Forecasting ATEN...
[2025-12-11T20:17:51.826127] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-11T20:17:51.826166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-11T20:17:51.837436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-11T20:17:51.837747] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-11T20:17:51.838533] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-11T20:17:51.838601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:51.838633] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:51.838659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:51.838714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:51.895031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:51.895675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:51.895750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:51.895782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:52.016535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:52.016715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:52.016754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:52.016830] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:52.020189] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-11T20:17:52.020458] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-11T20:17:52.020599] [INFO ] [sig       ] ATEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:52.157125] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ATEN.txt
[2025-12-11T20:17:52.157259] [INFO ] [sig       ] [282/3605] Completed ATEN in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:52.157298] [INFO ] [sig       ] [283/3605] Forecasting ATEX...
[2025-12-11T20:17:52.157327] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-11T20:17:52.157357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-11T20:17:52.170157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-11T20:17:52.170555] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-11T20:17:52.171380] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-11T20:17:52.171431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:52.171463] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:52.171489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:52.171545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:52.231099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:52.232048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:52.232133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:52.232166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:52.352888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:52.353060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:52.353102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:52.353130] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:52.356942] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=66.83%)
[2025-12-11T20:17:52.357318] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-11T20:17:52.357473] [INFO ] [sig       ] ATEX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:52.504590] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ATEX.txt
[2025-12-11T20:17:52.504812] [INFO ] [sig       ] [283/3605] Completed ATEX in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:52.504878] [INFO ] [sig       ] [284/3605] Forecasting ATGE...
[2025-12-11T20:17:52.504914] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-11T20:17:52.504945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-11T20:17:52.516761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-11T20:17:52.517148] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-11T20:17:52.518101] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-11T20:17:52.518155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:52.518187] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:52.518213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:52.518269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:52.577780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:52.578714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:52.578800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:52.578849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:52.697480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:52.697642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:52.697684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:52.697713] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:52.701148] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=16.89%)
[2025-12-11T20:17:52.701425] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-11T20:17:52.701552] [INFO ] [sig       ] ATGE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:52.840181] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATGE.txt
[2025-12-11T20:17:52.840308] [INFO ] [sig       ] [284/3605] Completed ATGE in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:52.840348] [INFO ] [sig       ] [285/3605] Forecasting ATHA...
[2025-12-11T20:17:52.840376] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-11T20:17:52.840410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-11T20:17:52.852337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-11T20:17:52.852715] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-11T20:17:52.853527] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-11T20:17:52.853596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:52.853631] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:52.853659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:52.853716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:52.912754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:52.913397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:52.913477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:52.913510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:53.040733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:53.040907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:53.040948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:53.040978] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:53.044652] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-12-11T20:17:53.044931] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-11T20:17:53.045073] [INFO ] [sig       ] ATHA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:53.182156] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATHA.txt
[2025-12-11T20:17:53.182288] [INFO ] [sig       ] [285/3605] Completed ATHA in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:53.182328] [INFO ] [sig       ] [286/3605] Forecasting ATHM...
[2025-12-11T20:17:53.182358] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-11T20:17:53.182388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-11T20:17:53.195613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-11T20:17:53.195950] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-11T20:17:53.196846] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-11T20:17:53.196906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:53.196944] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:53.196983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:53.197041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:53.262983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:53.263735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:53.263835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:53.263873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:53.397210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:53.397371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:53.397415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:53.397449] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:53.401332] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=72.03%)
[2025-12-11T20:17:53.401663] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-11T20:17:53.401811] [INFO ] [sig       ] ATHM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:53.557651] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ATHM.txt
[2025-12-11T20:17:53.557818] [INFO ] [sig       ] [286/3605] Completed ATHM in 0.4s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:53.557871] [INFO ] [sig       ] [287/3605] Forecasting ATI...
[2025-12-11T20:17:53.557903] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-11T20:17:53.557933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-11T20:17:53.569544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-11T20:17:53.569904] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-11T20:17:53.570804] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-11T20:17:53.570857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:53.570890] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:53.570927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:53.570995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:53.636397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:53.637180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:53.637270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:53.637305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:53.769988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:53.770143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:53.770187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:53.770215] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:53.773988] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-11T20:17:53.774287] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-11T20:17:53.774446] [INFO ] [sig       ] ATI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:53.930870] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ATI.txt
[2025-12-11T20:17:53.931015] [INFO ] [sig       ] [287/3605] Completed ATI in 0.4s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:53.931066] [INFO ] [sig       ] [288/3605] Forecasting ATLC...
[2025-12-11T20:17:53.931097] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-11T20:17:53.931126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-11T20:17:53.942752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-11T20:17:53.943086] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-11T20:17:53.943888] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-11T20:17:53.943939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:53.943969] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:53.943995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:53.944054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:54.000024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:54.000673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:54.000750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:54.000781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:54.124023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:54.124165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:54.124202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:54.124229] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:54.127548] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-11T20:17:54.127870] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-11T20:17:54.128018] [INFO ] [sig       ] ATLC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:54.267262] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATLC.txt
[2025-12-11T20:17:54.267380] [INFO ] [sig       ] [288/3605] Completed ATLC in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:54.267419] [INFO ] [sig       ] [289/3605] Forecasting ATLCZ...
[2025-12-11T20:17:54.267448] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-11T20:17:54.267481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-11T20:17:54.279006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-11T20:17:54.279342] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-11T20:17:54.280145] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-11T20:17:54.280196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:54.280226] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:54.280252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:54.280308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:54.337145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:54.337797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:54.337914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:54.337947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:54.453363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:54.453505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:54.453557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:54.453608] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:54.456947] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2025-12-11T20:17:54.457212] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-11T20:17:54.457334] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:54.599477] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ATLCZ.txt
[2025-12-11T20:17:54.599622] [INFO ] [sig       ] [289/3605] Completed ATLCZ in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:54.599664] [INFO ] [sig       ] [290/3605] Forecasting ATLO...
[2025-12-11T20:17:54.599692] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-11T20:17:54.599729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-11T20:17:54.611145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-11T20:17:54.611459] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-11T20:17:54.612375] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-11T20:17:54.612445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:54.612482] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:54.612514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:54.612591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:54.669822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:54.670458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:54.670535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:54.670566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:54.778707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:54.778875] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:17:54.778927] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:54.778956] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:54.782315] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-11T20:17:54.782599] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-11T20:17:54.782734] [INFO ] [sig       ] ATLO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:54.922872] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ATLO.txt
[2025-12-11T20:17:54.922995] [INFO ] [sig       ] [290/3605] Completed ATLO in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-11T20:17:54.923034] [INFO ] [sig       ] [291/3605] Forecasting ATNI...
[2025-12-11T20:17:54.923062] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-11T20:17:54.923091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-11T20:17:54.934155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-11T20:17:54.934429] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-11T20:17:54.935206] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-11T20:17:54.935258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:54.935288] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:54.935314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:54.935369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:54.992071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:54.992720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:54.992796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:54.992828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:55.122007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:55.122159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:55.122198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:55.122225] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:55.125674] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-11T20:17:55.125994] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-11T20:17:55.126130] [INFO ] [sig       ] ATNI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:55.267334] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATNI.txt
[2025-12-11T20:17:55.267483] [INFO ] [sig       ] [291/3605] Completed ATNI in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:55.267525] [INFO ] [sig       ] [292/3605] Forecasting ATO...
[2025-12-11T20:17:55.267554] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-11T20:17:55.267604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-11T20:17:55.280689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-11T20:17:55.281037] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-11T20:17:55.281860] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-11T20:17:55.281914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:55.281946] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:55.281972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:55.282028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:55.339749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:55.340520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:55.340621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:55.340655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:55.465560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:55.465746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:55.465792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:55.465821] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:55.469285] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-12-11T20:17:55.469566] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-11T20:17:55.469708] [INFO ] [sig       ] ATO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:55.606515] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ATO.txt
[2025-12-11T20:17:55.606699] [INFO ] [sig       ] [292/3605] Completed ATO in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:55.606747] [INFO ] [sig       ] [293/3605] Forecasting ATOM...
[2025-12-11T20:17:55.606778] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-11T20:17:55.606807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-11T20:17:55.617780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-11T20:17:55.618118] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-11T20:17:55.618924] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-11T20:17:55.618974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:55.619004] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:55.619031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:55.619086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:55.675321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:55.675992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:55.676068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:55.676100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:55.797440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:55.797601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:55.797640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:55.797668] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:55.801015] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-11T20:17:55.801281] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-11T20:17:55.801406] [INFO ] [sig       ] ATOM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:55.940216] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATOM.txt
[2025-12-11T20:17:55.940371] [INFO ] [sig       ] [293/3605] Completed ATOM in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:55.940411] [INFO ] [sig       ] [294/3605] Forecasting ATRA...
[2025-12-11T20:17:55.940441] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-11T20:17:55.940471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-11T20:17:55.952049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-11T20:17:55.952421] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-11T20:17:55.953245] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-11T20:17:55.953298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:55.953329] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:55.953355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:55.953411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:56.010760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:56.011658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:56.011740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:56.011771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:56.130816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:56.130974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:56.131015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:56.131042] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:56.134509] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-11T20:17:56.134812] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-11T20:17:56.134940] [INFO ] [sig       ] ATRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:56.272260] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATRA.txt
[2025-12-11T20:17:56.272413] [INFO ] [sig       ] [294/3605] Completed ATRA in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:56.272453] [INFO ] [sig       ] [295/3605] Forecasting ATRC...
[2025-12-11T20:17:56.272482] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-11T20:17:56.272515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-11T20:17:56.284033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-11T20:17:56.284303] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-11T20:17:56.285108] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-11T20:17:56.285161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:56.285193] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:56.285219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:56.285275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:56.342637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:56.343257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:56.343332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:56.343364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:56.460719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:56.460855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:56.460893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:56.460922] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:56.464216] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-12-11T20:17:56.464491] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-11T20:17:56.464644] [INFO ] [sig       ] ATRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:56.603641] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATRC.txt
[2025-12-11T20:17:56.603793] [INFO ] [sig       ] [295/3605] Completed ATRC in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:56.603832] [INFO ] [sig       ] [296/3605] Forecasting ATRO...
[2025-12-11T20:17:56.603861] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-11T20:17:56.603891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-11T20:17:56.615262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-11T20:17:56.615566] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-11T20:17:56.616362] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-11T20:17:56.616413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:56.616472] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:56.616502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:56.616558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:56.673231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:56.674103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:56.674185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:56.674219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:56.800070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:56.800231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:56.800273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:56.800302] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:56.803814] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-11T20:17:56.804092] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-11T20:17:56.804224] [INFO ] [sig       ] ATRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:56.946668] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ATRO.txt
[2025-12-11T20:17:56.946822] [INFO ] [sig       ] [296/3605] Completed ATRO in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:56.946862] [INFO ] [sig       ] [297/3605] Forecasting ATXS...
[2025-12-11T20:17:56.946893] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-11T20:17:56.946922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-11T20:17:56.958621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-11T20:17:56.958995] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-11T20:17:56.959911] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-11T20:17:56.959977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:56.960011] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:56.960038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:56.960106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:57.019103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:57.020163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:57.020246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:57.020279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:57.144228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:57.144396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:57.144447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:57.144483] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:57.148219] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=71.51%)
[2025-12-11T20:17:57.148513] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-11T20:17:57.148670] [INFO ] [sig       ] ATXS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:57.301474] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ATXS.txt
[2025-12-11T20:17:57.301636] [INFO ] [sig       ] [297/3605] Completed ATXS in 0.4s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:57.301680] [INFO ] [sig       ] [298/3605] Forecasting AUB...
[2025-12-11T20:17:57.301711] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-11T20:17:57.301742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-11T20:17:57.314521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-11T20:17:57.314874] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-11T20:17:57.315680] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-11T20:17:57.315733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:57.315767] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:57.315795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:57.315852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:57.375211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:57.376050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:57.376135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:57.376169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:57.498674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:57.498833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:57.498871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:57.498898] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:57.502594] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=57.59%)
[2025-12-11T20:17:57.502889] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-11T20:17:57.503022] [INFO ] [sig       ] AUB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:57.644182] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AUB.txt
[2025-12-11T20:17:57.644344] [INFO ] [sig       ] [298/3605] Completed AUB in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:57.644382] [INFO ] [sig       ] [299/3605] Forecasting AUDC...
[2025-12-11T20:17:57.644410] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-11T20:17:57.644441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-11T20:17:57.657940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-11T20:17:57.658371] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-11T20:17:57.659249] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-11T20:17:57.659317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:57.659350] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:57.659374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:57.659429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:57.721298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:57.722212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:57.722303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:57.722335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:57.848002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:57.848163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:57.848203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:57.848268] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:57.852185] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-11T20:17:57.852545] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-11T20:17:57.852707] [INFO ] [sig       ] AUDC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:57.997268] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AUDC.txt
[2025-12-11T20:17:57.997408] [INFO ] [sig       ] [299/3605] Completed AUDC in 0.4s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:57.997448] [INFO ] [sig       ] [300/3605] Forecasting AUID...
[2025-12-11T20:17:57.997476] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-11T20:17:57.997510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-11T20:17:58.009431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-11T20:17:58.009831] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-11T20:17:58.010632] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-11T20:17:58.010685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:58.010718] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:58.010744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:58.010801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:58.067650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:58.071683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:58.071781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:58.071814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:58.197657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:58.197830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:58.197880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:58.197913] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:58.201272] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: DOWN (p=38.82%)
[2025-12-11T20:17:58.201556] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-11T20:17:58.201704] [INFO ] [sig       ] AUID: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:58.343023] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AUID.txt
[2025-12-11T20:17:58.343183] [INFO ] [sig       ] [300/3605] Completed AUID in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:58.343222] [INFO ] [sig       ] [301/3605] Forecasting AUPH...
[2025-12-11T20:17:58.343252] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-11T20:17:58.343281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-11T20:17:58.356977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-11T20:17:58.357380] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-11T20:17:58.358275] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-11T20:17:58.358341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:58.358385] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:58.358419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:58.358477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:58.420898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:58.421818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:58.421912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:58.421949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:58.547363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:58.547523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:58.547608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:58.547654] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:58.551769] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-12-11T20:17:58.552240] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-11T20:17:58.552369] [INFO ] [sig       ] AUPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:58.692647] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AUPH.txt
[2025-12-11T20:17:58.692780] [INFO ] [sig       ] [301/3605] Completed AUPH in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:58.692819] [INFO ] [sig       ] [302/3605] Forecasting AURA...
[2025-12-11T20:17:58.692848] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-11T20:17:58.692878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-11T20:17:58.704746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-11T20:17:58.705181] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-11T20:17:58.706058] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-11T20:17:58.706112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:58.706145] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:58.706171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:58.706230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:58.764653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:58.765550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:58.765658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:58.765692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:58.885901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:58.886058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:58.886098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:58.886125] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:58.889641] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-11T20:17:58.889920] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-11T20:17:58.890054] [INFO ] [sig       ] AURA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:17:59.033089] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AURA.txt
[2025-12-11T20:17:59.033272] [INFO ] [sig       ] [302/3605] Completed AURA in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:59.033314] [INFO ] [sig       ] [303/3605] Forecasting AUTL...
[2025-12-11T20:17:59.033342] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-11T20:17:59.033373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-11T20:17:59.045252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-11T20:17:59.045609] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-11T20:17:59.046405] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-11T20:17:59.046456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:59.046488] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:59.046516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:59.046597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:59.106524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:59.107327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:59.107409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:59.107443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:59.231663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:59.231813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:59.231852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:59.231879] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:59.235257] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-12-11T20:17:59.235527] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-11T20:17:59.235671] [INFO ] [sig       ] AUTL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:59.379963] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AUTL.txt
[2025-12-11T20:17:59.380096] [INFO ] [sig       ] [303/3605] Completed AUTL in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:59.380135] [INFO ] [sig       ] [304/3605] Forecasting AVA...
[2025-12-11T20:17:59.380161] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-11T20:17:59.380190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-11T20:17:59.395602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-11T20:17:59.396283] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-11T20:17:59.397470] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-11T20:17:59.397532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:59.397590] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:59.397626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:59.397703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:59.456770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:59.457693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:59.457776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:59.457821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:59.571516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:59.571692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:59.571734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:59.571761] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:59.575136] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-11T20:17:59.575423] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-11T20:17:59.575550] [INFO ] [sig       ] AVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:17:59.728121] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AVA.txt
[2025-12-11T20:17:59.728287] [INFO ] [sig       ] [304/3605] Completed AVA in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:17:59.728328] [INFO ] [sig       ] [305/3605] Forecasting AVAH...
[2025-12-11T20:17:59.728355] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-11T20:17:59.728384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-11T20:17:59.740625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-11T20:17:59.740994] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-11T20:17:59.741804] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-11T20:17:59.741855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:17:59.741886] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:17:59.741912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:17:59.741971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:17:59.798135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:17:59.799181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:17:59.799263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:17:59.799296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:17:59.915679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:17:59.915829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:17:59.915868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:17:59.915898] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:17:59.919247] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-12-11T20:17:59.919515] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-11T20:17:59.919735] [INFO ] [sig       ] AVAH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:00.058340] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AVAH.txt
[2025-12-11T20:18:00.058498] [INFO ] [sig       ] [305/3605] Completed AVAH in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:18:00.058538] [INFO ] [sig       ] [306/3605] Forecasting AVAL...
[2025-12-11T20:18:00.058567] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-11T20:18:00.058620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-11T20:18:00.070522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-11T20:18:00.070959] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-11T20:18:00.071802] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-11T20:18:00.071855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:00.071888] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:00.071916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:00.071973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:00.132440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:00.133508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:00.133640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:00.133676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:00.257914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:00.258083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:00.258126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:00.258154] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:00.262282] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=69.89%)
[2025-12-11T20:18:00.262557] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-11T20:18:00.262886] [INFO ] [sig       ] AVAL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:00.408135] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AVAL.txt
[2025-12-11T20:18:00.408288] [INFO ] [sig       ] [306/3605] Completed AVAL in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:18:00.408330] [INFO ] [sig       ] [307/3605] Forecasting AVB...
[2025-12-11T20:18:00.408359] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-11T20:18:00.408389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-11T20:18:00.420288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-11T20:18:00.420663] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-11T20:18:00.421469] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-11T20:18:00.421521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:00.421553] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:00.421606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:00.421674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:00.480968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:00.482098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:00.482186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:00.482219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:00.607969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:00.608126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:00.608172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:00.608203] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:00.612185] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=23.02%)
[2025-12-11T20:18:00.612624] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-11T20:18:00.612810] [INFO ] [sig       ] AVB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:00.767005] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AVB.txt
[2025-12-11T20:18:00.767205] [INFO ] [sig       ] [307/3605] Completed AVB in 0.4s | 2.93 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-11T20:18:00.767255] [INFO ] [sig       ] [308/3605] Forecasting AVBP...
[2025-12-11T20:18:00.767288] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-11T20:18:00.767317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-11T20:18:00.780070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-11T20:18:00.780457] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-11T20:18:00.781293] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-11T20:18:00.781347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:00.781380] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:00.781407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:00.781465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:00.843357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:00.844348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:00.844438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:00.844472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:00.977366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:00.977521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:00.977563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:00.977613] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:00.981548] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-11T20:18:00.981895] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-11T20:18:00.982052] [INFO ] [sig       ] AVBP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:01.139924] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AVBP.txt
[2025-12-11T20:18:01.140081] [INFO ] [sig       ] [308/3605] Completed AVBP in 0.4s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-11T20:18:01.140122] [INFO ] [sig       ] [309/3605] Forecasting AVD...
[2025-12-11T20:18:01.140153] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-11T20:18:01.140185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-11T20:18:01.152154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-11T20:18:01.152518] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-11T20:18:01.153329] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-11T20:18:01.153382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:01.153415] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:01.153442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:01.153499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:01.214283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:01.215081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:01.215164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:01.215198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:01.343154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:01.343311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:01.343351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:01.343379] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:01.347190] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-11T20:18:01.347530] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-11T20:18:01.347698] [INFO ] [sig       ] AVD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:01.503734] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AVD.txt
[2025-12-11T20:18:01.503939] [INFO ] [sig       ] [309/3605] Completed AVD in 0.4s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-11T20:18:01.503988] [INFO ] [sig       ] [310/3605] Forecasting AVDL...
[2025-12-11T20:18:01.504020] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-11T20:18:01.504051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-11T20:18:01.516392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-11T20:18:01.517044] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-11T20:18:01.518311] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-11T20:18:01.518378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:01.518443] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:01.518485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:01.518548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:01.582449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:01.583330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:01.583414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:01.583448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:01.716367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:01.716535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:01.716590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:01.716622] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:01.720560] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=76.08%)
[2025-12-11T20:18:01.720854] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-11T20:18:01.720988] [INFO ] [sig       ] AVDL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:01.863655] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AVDL.txt
[2025-12-11T20:18:01.864005] [INFO ] [sig       ] [310/3605] Completed AVDL in 0.4s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-11T20:18:01.864046] [INFO ] [sig       ] [311/3605] Forecasting AVGO...
[2025-12-11T20:18:01.864074] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-11T20:18:01.864103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-11T20:18:01.876074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-11T20:18:01.876442] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-11T20:18:01.877298] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-11T20:18:01.877351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:01.877385] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:01.877412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:01.877469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:01.938544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:01.939634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:01.939716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:01.939748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:02.066291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:02.066438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:02.066478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:02.066506] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:02.069931] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-11T20:18:02.070203] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-11T20:18:02.070326] [INFO ] [sig       ] AVGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:02.210902] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AVGO.txt
[2025-12-11T20:18:02.211062] [INFO ] [sig       ] [311/3605] Completed AVGO in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-11T20:18:02.211102] [INFO ] [sig       ] [312/3605] Forecasting AVGX...
[2025-12-11T20:18:02.211131] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-11T20:18:02.211160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-11T20:18:02.222646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-11T20:18:02.223034] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-11T20:18:02.223944] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-11T20:18:02.223999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:02.224032] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:02.224060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:02.224118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:02.283184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:02.284056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:02.284139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:02.284173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:02.404725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:02.404873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:02.404913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:02.404941] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:02.408255] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=81.41%)
[2025-12-11T20:18:02.408525] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-11T20:18:02.408667] [INFO ] [sig       ] AVGX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:02.547618] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AVGX.txt
[2025-12-11T20:18:02.547779] [INFO ] [sig       ] [312/3605] Completed AVGX in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:02.547832] [INFO ] [sig       ] [313/3605] Forecasting AVK...
[2025-12-11T20:18:02.547862] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-11T20:18:02.547892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-11T20:18:02.558953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-11T20:18:02.559240] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-11T20:18:02.560086] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-11T20:18:02.560140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:02.560207] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:02.560247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:02.560328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:02.618850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:02.619648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:02.619729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:02.619764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:02.732925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:02.733069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:02.733107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:02.733134] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:02.736456] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-11T20:18:02.736740] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-11T20:18:02.736866] [INFO ] [sig       ] AVK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:02.876124] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AVK.txt
[2025-12-11T20:18:02.876242] [INFO ] [sig       ] [313/3605] Completed AVK in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:02.876305] [INFO ] [sig       ] [314/3605] Forecasting AVNS...
[2025-12-11T20:18:02.876335] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-11T20:18:02.876364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-11T20:18:02.888033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-11T20:18:02.888325] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-11T20:18:02.889137] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-11T20:18:02.889189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:02.889222] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:02.889250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:02.889308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:02.948812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:02.949624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:02.949701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:02.949732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:03.066610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:03.066758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:03.066797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:03.066824] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:03.070182] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-11T20:18:03.070446] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-11T20:18:03.070586] [INFO ] [sig       ] AVNS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:03.210503] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AVNS.txt
[2025-12-11T20:18:03.210673] [INFO ] [sig       ] [314/3605] Completed AVNS in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:03.210717] [INFO ] [sig       ] [315/3605] Forecasting AVO...
[2025-12-11T20:18:03.210745] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-11T20:18:03.210774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-11T20:18:03.222532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-11T20:18:03.222910] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-11T20:18:03.223705] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-11T20:18:03.223756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:03.223788] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:03.223815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:03.223870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:03.281168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:03.282035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:03.282113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:03.282144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:03.397486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:03.397649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:03.397688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:03.397715] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:03.401057] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-11T20:18:03.401322] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-11T20:18:03.401462] [INFO ] [sig       ] AVO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:03.541033] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AVO.txt
[2025-12-11T20:18:03.541173] [INFO ] [sig       ] [315/3605] Completed AVO in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:03.541212] [INFO ] [sig       ] [316/3605] Forecasting AVTX...
[2025-12-11T20:18:03.541240] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-11T20:18:03.541270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-11T20:18:03.552842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-11T20:18:03.553185] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-11T20:18:03.554049] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-11T20:18:03.554102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:03.554134] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:03.554161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:03.554219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:03.613303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:03.614145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:03.614226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:03.614261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:03.740588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:03.740739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:03.740778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:03.740850] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:03.744318] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-11T20:18:03.744616] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-11T20:18:03.744750] [INFO ] [sig       ] AVTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:03.887917] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AVTX.txt
[2025-12-11T20:18:03.888076] [INFO ] [sig       ] [316/3605] Completed AVTX in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:03.888116] [INFO ] [sig       ] [317/3605] Forecasting AVXL...
[2025-12-11T20:18:03.888145] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-11T20:18:03.888175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-11T20:18:03.899937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-11T20:18:03.900325] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-11T20:18:03.901385] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-11T20:18:03.901439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:03.901472] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:03.901501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:03.901560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:03.963880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:03.964745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:03.964827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:03.964861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:04.091235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:04.091394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:04.091443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:04.091489] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:04.095013] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-11T20:18:04.095285] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-11T20:18:04.095413] [INFO ] [sig       ] AVXL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:04.234894] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AVXL.txt
[2025-12-11T20:18:04.235014] [INFO ] [sig       ] [317/3605] Completed AVXL in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:04.235052] [INFO ] [sig       ] [318/3605] Forecasting AVY...
[2025-12-11T20:18:04.235080] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-11T20:18:04.235109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-11T20:18:04.248255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-11T20:18:04.248550] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-11T20:18:04.249371] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-11T20:18:04.249422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:04.249454] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:04.249482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:04.249539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:04.306219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:04.306858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:04.306936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:04.306967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:04.423341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:04.423480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:04.423518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:04.423547] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:04.426948] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-12-11T20:18:04.427232] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-11T20:18:04.427361] [INFO ] [sig       ] AVY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:04.566645] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AVY.txt
[2025-12-11T20:18:04.566800] [INFO ] [sig       ] [318/3605] Completed AVY in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:04.566839] [INFO ] [sig       ] [319/3605] Forecasting AWF...
[2025-12-11T20:18:04.566869] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-11T20:18:04.566900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-11T20:18:04.578894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-11T20:18:04.579261] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-11T20:18:04.580083] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-11T20:18:04.580135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:04.580168] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:04.580195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:04.580253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:04.638746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:04.639619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:04.639704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:04.639769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:04.765677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:04.765849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:04.765890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:04.765917] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:04.769414] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=93.40%)
[2025-12-11T20:18:04.769754] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-11T20:18:04.769886] [INFO ] [sig       ] AWF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:04.906890] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AWF.txt
[2025-12-11T20:18:04.907019] [INFO ] [sig       ] [319/3605] Completed AWF in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:04.907056] [INFO ] [sig       ] [320/3605] Forecasting AWI...
[2025-12-11T20:18:04.907085] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-11T20:18:04.907114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-11T20:18:04.919088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-11T20:18:04.919393] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-11T20:18:04.920170] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-11T20:18:04.920220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:04.920251] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:04.920276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:04.920332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:04.977894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:04.978622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:04.978706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:04.978739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:05.097390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:05.097536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:05.097592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:05.097622] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:05.101053] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=60.64%)
[2025-12-11T20:18:05.101326] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-11T20:18:05.101451] [INFO ] [sig       ] AWI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:05.241408] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AWI.txt
[2025-12-11T20:18:05.241558] [INFO ] [sig       ] [320/3605] Completed AWI in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:05.241617] [INFO ] [sig       ] [321/3605] Forecasting AWK...
[2025-12-11T20:18:05.241647] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-11T20:18:05.241677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-11T20:18:05.253393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-11T20:18:05.253755] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-11T20:18:05.254539] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-11T20:18:05.254615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:05.254656] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:05.254694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:05.254752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:05.313048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:05.313910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:05.313989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:05.314022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:05.434687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:05.434845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:05.434891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:05.434919] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:05.438346] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-11T20:18:05.438628] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-11T20:18:05.438759] [INFO ] [sig       ] AWK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:05.577435] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AWK.txt
[2025-12-11T20:18:05.577556] [INFO ] [sig       ] [321/3605] Completed AWK in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:05.577612] [INFO ] [sig       ] [322/3605] Forecasting AWP...
[2025-12-11T20:18:05.577642] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-11T20:18:05.577672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-11T20:18:05.589250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-11T20:18:05.589548] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-11T20:18:05.590360] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-11T20:18:05.590411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:05.590444] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:05.590471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:05.590528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:05.648292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:05.649040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:05.649136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:05.649173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:05.765588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:05.765743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:05.765787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:05.765814] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:05.769199] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=87.57%)
[2025-12-11T20:18:05.769492] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-11T20:18:05.769642] [INFO ] [sig       ] AWP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:05.912068] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AWP.txt
[2025-12-11T20:18:05.912223] [INFO ] [sig       ] [322/3605] Completed AWP in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:05.912263] [INFO ] [sig       ] [323/3605] Forecasting AWRE...
[2025-12-11T20:18:05.912293] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-11T20:18:05.912324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-11T20:18:05.924240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-11T20:18:05.924676] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-11T20:18:05.925518] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-11T20:18:05.925595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:05.925640] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:05.925671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:05.925732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:05.983373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:05.984266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:05.984396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:05.984443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:06.094317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:06.094493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:06.094540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:06.094586] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:06.098118] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=34.11%)
[2025-12-11T20:18:06.098410] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-11T20:18:06.098541] [INFO ] [sig       ] AWRE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:06.237311] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AWRE.txt
[2025-12-11T20:18:06.237440] [INFO ] [sig       ] [323/3605] Completed AWRE in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:06.237479] [INFO ] [sig       ] [324/3605] Forecasting AXGN...
[2025-12-11T20:18:06.237508] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-11T20:18:06.237537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-11T20:18:06.249553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-11T20:18:06.249887] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-11T20:18:06.250694] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-11T20:18:06.250751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:06.250784] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:06.250810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:06.250867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:06.308718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:06.309337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:06.309413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:06.309445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:06.430878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:06.431029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:06.431082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:06.431110] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:06.434511] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=43.81%)
[2025-12-11T20:18:06.434816] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-11T20:18:06.434946] [INFO ] [sig       ] AXGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:06.573657] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AXGN.txt
[2025-12-11T20:18:06.573783] [INFO ] [sig       ] [324/3605] Completed AXGN in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:06.573822] [INFO ] [sig       ] [325/3605] Forecasting AXL...
[2025-12-11T20:18:06.573850] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-11T20:18:06.573887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-11T20:18:06.589885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-11T20:18:06.590297] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-11T20:18:06.591126] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-11T20:18:06.591178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:06.591210] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:06.591237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:06.591294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:06.648437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:06.649290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:06.649371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:06.649403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:06.775047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:06.775220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:06.775266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:06.775295] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:06.778719] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=39.64%)
[2025-12-11T20:18:06.779006] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-11T20:18:06.779137] [INFO ] [sig       ] AXL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:06.918752] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AXL.txt
[2025-12-11T20:18:06.918906] [INFO ] [sig       ] [325/3605] Completed AXL in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-11T20:18:06.918946] [INFO ] [sig       ] [326/3605] Forecasting AXON...
[2025-12-11T20:18:06.918975] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-11T20:18:06.919005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-11T20:18:06.938996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-11T20:18:06.939290] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-11T20:18:06.940072] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-11T20:18:06.940123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:06.940154] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:06.940180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:06.940234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:06.996863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:06.997541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:06.997634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:06.997667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:07.112842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:07.112979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:07.113018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:07.113045] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:07.116608] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-12-11T20:18:07.116880] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-11T20:18:07.117002] [INFO ] [sig       ] AXON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:07.263635] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AXON.txt
[2025-12-11T20:18:07.263805] [INFO ] [sig       ] [326/3605] Completed AXON in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-11T20:18:07.263847] [INFO ] [sig       ] [327/3605] Forecasting AXP...
[2025-12-11T20:18:07.263876] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-11T20:18:07.263905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-11T20:18:07.277312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-11T20:18:07.277638] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-11T20:18:07.278450] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-11T20:18:07.278502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:07.278534] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:07.278562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:07.278647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:07.340131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:07.341020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:07.341104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:07.341137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:07.475431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:07.475638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:07.475685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:07.475715] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:07.479177] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=84.06%)
[2025-12-11T20:18:07.479475] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-11T20:18:07.479628] [INFO ] [sig       ] AXP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:07.621611] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AXP.txt
[2025-12-11T20:18:07.621754] [INFO ] [sig       ] [327/3605] Completed AXP in 0.4s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-11T20:18:07.621793] [INFO ] [sig       ] [328/3605] Forecasting AXS...
[2025-12-11T20:18:07.621821] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-11T20:18:07.621851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-11T20:18:07.633756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-11T20:18:07.634044] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-11T20:18:07.634863] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-11T20:18:07.634915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:07.634946] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:07.634974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:07.635031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:07.694264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:07.694949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:07.695027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:07.695060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:07.814379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:07.814528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:07.814566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:07.814614] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:07.817921] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=18.98%)
[2025-12-11T20:18:07.818202] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-11T20:18:07.818327] [INFO ] [sig       ] AXS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:07.962289] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AXS.txt
[2025-12-11T20:18:07.962481] [INFO ] [sig       ] [328/3605] Completed AXS in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-11T20:18:07.962530] [INFO ] [sig       ] [329/3605] Forecasting AXSM...
[2025-12-11T20:18:07.962565] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-11T20:18:07.962624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-11T20:18:07.975116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-11T20:18:07.975480] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-11T20:18:07.976275] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-11T20:18:07.976327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:07.976359] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:07.976384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:07.976439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:08.032418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:08.033084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:08.033165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:08.033196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:08.148485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:08.148652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:08.148691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:08.148721] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:08.152065] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-11T20:18:08.152334] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-11T20:18:08.152457] [INFO ] [sig       ] AXSM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:08.291271] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AXSM.txt
[2025-12-11T20:18:08.291410] [INFO ] [sig       ] [329/3605] Completed AXSM in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:08.291450] [INFO ] [sig       ] [330/3605] Forecasting AXTA...
[2025-12-11T20:18:08.291480] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-11T20:18:08.291509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-11T20:18:08.302672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-11T20:18:08.302971] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-11T20:18:08.303757] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-11T20:18:08.303809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:08.303866] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:08.303894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:08.303951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:08.359743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:08.360437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:08.360518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:08.360551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:08.480192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:08.480356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:08.480396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:08.480423] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:08.483954] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=52.83%)
[2025-12-11T20:18:08.484223] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-11T20:18:08.484352] [INFO ] [sig       ] AXTA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:08.621397] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AXTA.txt
[2025-12-11T20:18:08.621546] [INFO ] [sig       ] [330/3605] Completed AXTA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:08.621603] [INFO ] [sig       ] [331/3605] Forecasting AXTI...
[2025-12-11T20:18:08.621636] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-11T20:18:08.621670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-11T20:18:08.633191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-11T20:18:08.633499] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-11T20:18:08.634285] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-11T20:18:08.634336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:08.634367] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:08.634392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:08.634446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:08.691627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:08.692330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:08.692410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:08.692442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:08.815294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:08.815444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:08.815506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:08.815552] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:08.819096] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=48.35%)
[2025-12-11T20:18:08.819375] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-11T20:18:08.819504] [INFO ] [sig       ] AXTI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:08.958810] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AXTI.txt
[2025-12-11T20:18:08.958940] [INFO ] [sig       ] [331/3605] Completed AXTI in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:08.958979] [INFO ] [sig       ] [332/3605] Forecasting AYI...
[2025-12-11T20:18:08.959007] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-11T20:18:08.959037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-11T20:18:08.970312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-11T20:18:08.970643] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-11T20:18:08.971411] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-11T20:18:08.971461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:08.971493] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:08.971519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:08.971592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:09.029037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:09.029796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:09.029877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:09.029909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:09.153372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:09.153520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:09.153559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:09.153605] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:09.156939] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2025-12-11T20:18:09.157209] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-11T20:18:09.157335] [INFO ] [sig       ] AYI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:09.295532] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AYI.txt
[2025-12-11T20:18:09.295719] [INFO ] [sig       ] [332/3605] Completed AYI in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:09.295762] [INFO ] [sig       ] [333/3605] Forecasting AZ...
[2025-12-11T20:18:09.295795] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-11T20:18:09.295826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-11T20:18:09.306615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-11T20:18:09.306920] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-11T20:18:09.307760] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-11T20:18:09.307846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:09.307880] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:09.307907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:09.307963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:09.366172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:09.366903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:09.366984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:09.367017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:09.483802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:09.483960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:09.484002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:09.484057] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:09.488722] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-12-11T20:18:09.489010] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-11T20:18:09.489143] [INFO ] [sig       ] AZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:09.627780] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AZ.txt
[2025-12-11T20:18:09.627958] [INFO ] [sig       ] [333/3605] Completed AZ in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:09.627999] [INFO ] [sig       ] [334/3605] Forecasting AZN...
[2025-12-11T20:18:09.628027] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-11T20:18:09.628057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-11T20:18:09.639425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-11T20:18:09.639854] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-11T20:18:09.640687] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-11T20:18:09.640741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:09.640785] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:09.640812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:09.640870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:09.699444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:09.700293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:09.700373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:09.700405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:09.825311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:09.825464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:09.825511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:09.825540] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:09.829060] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=40.66%)
[2025-12-11T20:18:09.829361] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-11T20:18:09.829495] [INFO ] [sig       ] AZN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:09.971974] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AZN.txt
[2025-12-11T20:18:09.972137] [INFO ] [sig       ] [334/3605] Completed AZN in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:09.972179] [INFO ] [sig       ] [335/3605] Forecasting AZO...
[2025-12-11T20:18:09.972209] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-11T20:18:09.972240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-11T20:18:09.983873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-11T20:18:09.984218] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-11T20:18:09.985037] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-11T20:18:09.985089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:09.985121] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:09.985149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:09.985207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:10.044362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:10.045097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:10.045180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:10.045212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:10.163362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:10.163515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:10.163557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:10.163606] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:10.167052] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-11T20:18:10.167334] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-11T20:18:10.167464] [INFO ] [sig       ] AZO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:10.305222] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AZO.txt
[2025-12-11T20:18:10.305354] [INFO ] [sig       ] [335/3605] Completed AZO in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:10.305392] [INFO ] [sig       ] [336/3605] Forecasting AZTA...
[2025-12-11T20:18:10.305421] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-11T20:18:10.305452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-11T20:18:10.316637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-11T20:18:10.316964] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-11T20:18:10.317756] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-11T20:18:10.317836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:10.317871] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:10.317897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:10.317951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:10.375384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:10.376157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:10.376239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:10.376272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:10.500926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:10.501072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:10.501114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:10.501142] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:10.504612] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=39.35%)
[2025-12-11T20:18:10.504895] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-11T20:18:10.505025] [INFO ] [sig       ] AZTA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:10.645269] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/AZTA.txt
[2025-12-11T20:18:10.645416] [INFO ] [sig       ] [336/3605] Completed AZTA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:10.645454] [INFO ] [sig       ] [337/3605] Forecasting AZZ...
[2025-12-11T20:18:10.645482] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-11T20:18:10.645511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-11T20:18:10.656525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-11T20:18:10.656859] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-11T20:18:10.657653] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-11T20:18:10.657705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:10.657736] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:10.657762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:10.657842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:10.716966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:10.717660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:10.717742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:10.717775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:10.835316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:10.835461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:10.835502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:10.835531] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:10.838919] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=79.48%)
[2025-12-11T20:18:10.839198] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-11T20:18:10.839326] [INFO ] [sig       ] AZZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:10.984136] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/AZZ.txt
[2025-12-11T20:18:10.984277] [INFO ] [sig       ] [337/3605] Completed AZZ in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:10.984322] [INFO ] [sig       ] [338/3605] Forecasting BA...
[2025-12-11T20:18:10.984353] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-11T20:18:10.984382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-11T20:18:10.996530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-11T20:18:10.996930] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-11T20:18:10.997771] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-11T20:18:10.997849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:10.997884] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:10.997911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:10.997968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:11.057177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:11.058067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:11.058149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:11.058183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:11.180225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:11.180375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:11.180417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:11.180448] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:11.183928] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-12-11T20:18:11.184206] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-11T20:18:11.184333] [INFO ] [sig       ] BA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:11.330297] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BA.txt
[2025-12-11T20:18:11.330425] [INFO ] [sig       ] [338/3605] Completed BA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:11.330463] [INFO ] [sig       ] [339/3605] Forecasting BABA...
[2025-12-11T20:18:11.330493] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-11T20:18:11.330522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-11T20:18:11.344701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-11T20:18:11.345168] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-11T20:18:11.346015] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-11T20:18:11.346068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:11.346100] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:11.346125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:11.346180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:11.402062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:11.402988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:11.403076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:11.403108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:11.525685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:11.525862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:11.525904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:11.525932] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:11.529437] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-12-11T20:18:11.529752] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-11T20:18:11.529889] [INFO ] [sig       ] BABA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:11.673030] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BABA.txt
[2025-12-11T20:18:11.673170] [INFO ] [sig       ] [339/3605] Completed BABA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:11.673209] [INFO ] [sig       ] [340/3605] Forecasting BABX...
[2025-12-11T20:18:11.673237] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-11T20:18:11.673266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-11T20:18:11.685593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-11T20:18:11.685878] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-11T20:18:11.686664] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-11T20:18:11.686714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:11.686745] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:11.686772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:11.686828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:11.744430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:11.745364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:11.745488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:11.745522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:11.876981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:11.877140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:11.877181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:11.877210] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:11.880786] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-12-11T20:18:11.881086] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-11T20:18:11.881220] [INFO ] [sig       ] BABX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:12.024375] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BABX.txt
[2025-12-11T20:18:12.024510] [INFO ] [sig       ] [340/3605] Completed BABX in 0.4s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:12.024549] [INFO ] [sig       ] [341/3605] Forecasting BAC...
[2025-12-11T20:18:12.024596] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-11T20:18:12.024628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-11T20:18:12.036768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-11T20:18:12.037112] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-11T20:18:12.037944] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-11T20:18:12.037995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:12.038026] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:12.038052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:12.038107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:12.094818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:12.095722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:12.095805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:12.095841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:12.215735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:12.215896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:12.215935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:12.215978] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:12.219350] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=22.52%)
[2025-12-11T20:18:12.219638] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-11T20:18:12.219764] [INFO ] [sig       ] BAC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:12.356777] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BAC.txt
[2025-12-11T20:18:12.356942] [INFO ] [sig       ] [341/3605] Completed BAC in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:12.356984] [INFO ] [sig       ] [342/3605] Forecasting BAH...
[2025-12-11T20:18:12.357012] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-11T20:18:12.357041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-11T20:18:12.368517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-11T20:18:12.368883] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-11T20:18:12.369684] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-11T20:18:12.369735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:12.369764] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:12.369789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:12.369844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:12.426133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:12.426841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:12.426920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:12.426952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:12.548066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:12.548220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:12.548260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:12.548287] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:12.551614] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-12-11T20:18:12.551892] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-11T20:18:12.552022] [INFO ] [sig       ] BAH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:12.690075] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BAH.txt
[2025-12-11T20:18:12.690225] [INFO ] [sig       ] [342/3605] Completed BAH in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-11T20:18:12.690263] [INFO ] [sig       ] [343/3605] Forecasting BAK...
[2025-12-11T20:18:12.690293] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-11T20:18:12.690322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-11T20:18:12.701481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-11T20:18:12.701807] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-11T20:18:12.702568] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-11T20:18:12.702637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:12.702668] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:12.702694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:12.702749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:12.760129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:12.761077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:12.761161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:12.761209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:12.882757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:12.882927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:12.882969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:12.882997] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:12.886305] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-11T20:18:12.886602] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-11T20:18:12.886732] [INFO ] [sig       ] BAK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:13.022926] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BAK.txt
[2025-12-11T20:18:13.023090] [INFO ] [sig       ] [343/3605] Completed BAK in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-11T20:18:13.023129] [INFO ] [sig       ] [344/3605] Forecasting BALL...
[2025-12-11T20:18:13.023157] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-11T20:18:13.023186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-11T20:18:13.038353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-11T20:18:13.038884] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-11T20:18:13.039880] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-11T20:18:13.039934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:13.039968] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:13.039996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:13.040059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:13.101904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:13.103108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:13.103260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:13.103296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:13.233649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:13.233810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:13.233850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:13.233901] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:13.237378] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=85.10%)
[2025-12-11T20:18:13.237673] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-11T20:18:13.237825] [INFO ] [sig       ] BALL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:13.376946] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BALL.txt
[2025-12-11T20:18:13.377080] [INFO ] [sig       ] [344/3605] Completed BALL in 0.4s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-11T20:18:13.377120] [INFO ] [sig       ] [345/3605] Forecasting BAM...
[2025-12-11T20:18:13.377150] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-11T20:18:13.377179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-11T20:18:13.389136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-11T20:18:13.389453] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-11T20:18:13.390265] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-11T20:18:13.390317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:13.390348] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:13.390387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:13.390443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:13.449898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:13.450541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:13.450640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:13.450673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:13.572234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:13.572402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:13.572444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:13.572473] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:13.576017] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-11T20:18:13.576296] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-11T20:18:13.576427] [INFO ] [sig       ] BAM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:13.715748] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BAM.txt
[2025-12-11T20:18:13.715894] [INFO ] [sig       ] [345/3605] Completed BAM in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:13.715935] [INFO ] [sig       ] [346/3605] Forecasting BANC...
[2025-12-11T20:18:13.715966] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-11T20:18:13.715996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-11T20:18:13.727388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-11T20:18:13.727727] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-11T20:18:13.728564] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-11T20:18:13.728634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:13.728667] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:13.728695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:13.728753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:13.786975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:13.787686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:13.787769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:13.787801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:13.909271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:13.909432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:13.909472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:13.909501] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:13.912968] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-12-11T20:18:13.913241] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-11T20:18:13.913367] [INFO ] [sig       ] BANC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:14.052734] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BANC.txt
[2025-12-11T20:18:14.052867] [INFO ] [sig       ] [346/3605] Completed BANC in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:14.052910] [INFO ] [sig       ] [347/3605] Forecasting BAND...
[2025-12-11T20:18:14.052939] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-11T20:18:14.052968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-11T20:18:14.065037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-11T20:18:14.065367] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-11T20:18:14.066188] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-11T20:18:14.066240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:14.066297] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:14.066326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:14.066384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:14.125613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:14.126394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:14.126475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:14.126508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:14.252808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:14.252970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:14.253017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:14.253045] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:14.256513] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-11T20:18:14.256807] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-11T20:18:14.256939] [INFO ] [sig       ] BAND: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:14.395882] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BAND.txt
[2025-12-11T20:18:14.396017] [INFO ] [sig       ] [347/3605] Completed BAND in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:14.396057] [INFO ] [sig       ] [348/3605] Forecasting BANF...
[2025-12-11T20:18:14.396086] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-11T20:18:14.396115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-11T20:18:14.410321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-11T20:18:14.410669] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-11T20:18:14.411460] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-11T20:18:14.411511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:14.411543] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:14.411568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:14.411644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:14.468412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:14.469209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:14.469289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:14.469321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:14.588677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:14.588830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:14.588878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:14.588910] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:14.592349] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-12-11T20:18:14.592689] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-11T20:18:14.592824] [INFO ] [sig       ] BANF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:14.730894] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BANF.txt
[2025-12-11T20:18:14.731037] [INFO ] [sig       ] [348/3605] Completed BANF in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:14.731076] [INFO ] [sig       ] [349/3605] Forecasting BANX...
[2025-12-11T20:18:14.731105] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-11T20:18:14.731141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-11T20:18:14.743322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-11T20:18:14.743701] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-11T20:18:14.744495] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-11T20:18:14.744547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:14.744598] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:14.744629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:14.744687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:14.806805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:14.807640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:14.807742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:14.807776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:14.922322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:14.922469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:14.922508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:14.922535] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:14.925869] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-11T20:18:14.926140] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-11T20:18:14.926262] [INFO ] [sig       ] BANX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:15.066533] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BANX.txt
[2025-12-11T20:18:15.066689] [INFO ] [sig       ] [349/3605] Completed BANX in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:15.066729] [INFO ] [sig       ] [350/3605] Forecasting BAP...
[2025-12-11T20:18:15.066758] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-11T20:18:15.066788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-11T20:18:15.079138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-11T20:18:15.079528] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-11T20:18:15.080352] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-11T20:18:15.080405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:15.080437] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:15.080464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:15.080519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:15.139485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:15.140794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:15.140900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:15.140941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:15.262450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:15.262625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:15.262668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:15.262727] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:15.266133] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-12-11T20:18:15.266414] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-11T20:18:15.266546] [INFO ] [sig       ] BAP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:15.408537] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BAP.txt
[2025-12-11T20:18:15.408722] [INFO ] [sig       ] [350/3605] Completed BAP in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:15.408763] [INFO ] [sig       ] [351/3605] Forecasting BATRA...
[2025-12-11T20:18:15.408792] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-11T20:18:15.408821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-11T20:18:15.420278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-11T20:18:15.420634] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-11T20:18:15.421397] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-11T20:18:15.421447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:15.421478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:15.421504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:15.421559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:15.477996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:15.478758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:15.478836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:15.478868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:15.600837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:15.600995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:15.601034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:15.601061] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:15.604963] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=24.69%)
[2025-12-11T20:18:15.605347] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-11T20:18:15.605522] [INFO ] [sig       ] BATRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:15.763847] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BATRA.txt
[2025-12-11T20:18:15.764012] [INFO ] [sig       ] [351/3605] Completed BATRA in 0.4s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:15.764059] [INFO ] [sig       ] [352/3605] Forecasting BATRK...
[2025-12-11T20:18:15.764090] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-11T20:18:15.764120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-11T20:18:15.776367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-11T20:18:15.776747] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-11T20:18:15.777530] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-11T20:18:15.777609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:15.777644] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:15.777671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:15.777729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:15.839990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:15.840805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:15.840884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:15.840931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:15.963351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:15.963497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:15.963541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:15.963585] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:15.966952] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=34.07%)
[2025-12-11T20:18:15.967222] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-11T20:18:15.967347] [INFO ] [sig       ] BATRK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:16.103052] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BATRK.txt
[2025-12-11T20:18:16.103200] [INFO ] [sig       ] [352/3605] Completed BATRK in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:16.103240] [INFO ] [sig       ] [353/3605] Forecasting BAX...
[2025-12-11T20:18:16.103269] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-11T20:18:16.103299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-11T20:18:16.115114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-11T20:18:16.115413] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-11T20:18:16.116195] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-11T20:18:16.116245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:16.116276] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:16.116301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:16.116356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:16.172673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:16.173405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:16.173486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:16.173517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:16.289412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:16.289583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:16.289625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:16.289652] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:16.292985] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-12-11T20:18:16.293263] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-11T20:18:16.293389] [INFO ] [sig       ] BAX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:16.429978] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BAX.txt
[2025-12-11T20:18:16.430117] [INFO ] [sig       ] [353/3605] Completed BAX in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:16.430157] [INFO ] [sig       ] [354/3605] Forecasting BB...
[2025-12-11T20:18:16.430185] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-11T20:18:16.430215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-11T20:18:16.441871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-11T20:18:16.442159] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-11T20:18:16.442943] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-11T20:18:16.442995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:16.443025] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:16.443051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:16.443107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:16.500836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:16.501758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:16.501845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:16.501878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:16.620775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:16.620935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:16.620974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:16.621002] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:16.624381] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=51.23%)
[2025-12-11T20:18:16.624672] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-11T20:18:16.624804] [INFO ] [sig       ] BB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:16.764883] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BB.txt
[2025-12-11T20:18:16.765016] [INFO ] [sig       ] [354/3605] Completed BB in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:16.765054] [INFO ] [sig       ] [355/3605] Forecasting BBAI...
[2025-12-11T20:18:16.765088] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-11T20:18:16.765117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-11T20:18:16.776590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-11T20:18:16.776888] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-11T20:18:16.777662] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-11T20:18:16.777713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:16.777743] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:16.777768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:16.777840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:16.833854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:16.834631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:16.834709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:16.834749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:16.955236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:16.955403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:16.955442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:16.955469] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:16.958828] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=45.01%)
[2025-12-11T20:18:16.959103] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-11T20:18:16.959227] [INFO ] [sig       ] BBAI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:17.096311] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BBAI.txt
[2025-12-11T20:18:17.096443] [INFO ] [sig       ] [355/3605] Completed BBAI in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:17.096481] [INFO ] [sig       ] [356/3605] Forecasting BBCP...
[2025-12-11T20:18:17.096509] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-11T20:18:17.096537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-11T20:18:17.107980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-11T20:18:17.108248] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-11T20:18:17.109024] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-11T20:18:17.109075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:17.109105] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:17.109131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:17.109186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:17.165655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:17.166373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:17.166451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:17.166482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:17.286377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:17.286523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:17.286561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:17.286608] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:17.289935] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-11T20:18:17.290204] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-11T20:18:17.290329] [INFO ] [sig       ] BBCP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:17.427537] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BBCP.txt
[2025-12-11T20:18:17.427682] [INFO ] [sig       ] [356/3605] Completed BBCP in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:17.427722] [INFO ] [sig       ] [357/3605] Forecasting BBD...
[2025-12-11T20:18:17.427752] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-11T20:18:17.427781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-11T20:18:17.439278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-11T20:18:17.439587] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-11T20:18:17.440341] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-11T20:18:17.440392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:17.440423] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:17.440451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:17.440507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:17.496725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:17.497352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:17.497452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:17.497485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:17.616201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:17.616364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:17.616404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:17.616432] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:17.619823] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-11T20:18:17.620108] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-11T20:18:17.620234] [INFO ] [sig       ] BBD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:17.762797] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BBD.txt
[2025-12-11T20:18:17.763005] [INFO ] [sig       ] [357/3605] Completed BBD in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:17.763050] [INFO ] [sig       ] [358/3605] Forecasting BBDO...
[2025-12-11T20:18:17.763079] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-11T20:18:17.763130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-11T20:18:17.776100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-11T20:18:17.776501] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-11T20:18:17.777327] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-11T20:18:17.777392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:17.777424] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:17.777449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:17.777503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:17.836700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:17.837845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:17.837931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:17.837963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:17.958946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:17.959095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:17.959136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:17.959165] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:17.962660] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-11T20:18:17.962935] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-11T20:18:17.963062] [INFO ] [sig       ] BBDO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:18.100910] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BBDO.txt
[2025-12-11T20:18:18.101068] [INFO ] [sig       ] [358/3605] Completed BBDO in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:18.101108] [INFO ] [sig       ] [359/3605] Forecasting BBH...
[2025-12-11T20:18:18.101137] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-11T20:18:18.101176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-11T20:18:18.112955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-11T20:18:18.113383] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-11T20:18:18.114340] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-11T20:18:18.114401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:18.114434] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:18.114462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:18.114519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:18.172772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:18.173506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:18.173605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:18.173641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:18.281793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:18.281944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:18.281983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:18.282010] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:18.285331] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-11T20:18:18.285612] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-11T20:18:18.285738] [INFO ] [sig       ] BBH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:18.424101] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BBH.txt
[2025-12-11T20:18:18.424244] [INFO ] [sig       ] [359/3605] Completed BBH in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-11T20:18:18.424283] [INFO ] [sig       ] [360/3605] Forecasting BBIO...
[2025-12-11T20:18:18.424311] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-11T20:18:18.424339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-11T20:18:18.435244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-11T20:18:18.435545] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-11T20:18:18.436326] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-11T20:18:18.436377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:18.436408] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:18.436434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:18.436489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:18.493318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:18.494222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:18.494302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:18.494333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:18.616344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:18.616490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:18.616527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:18.616555] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:18.620057] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-11T20:18:18.620332] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-11T20:18:18.620455] [INFO ] [sig       ] BBIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:18.758015] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BBIO.txt
[2025-12-11T20:18:18.758178] [INFO ] [sig       ] [360/3605] Completed BBIO in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-11T20:18:18.758218] [INFO ] [sig       ] [361/3605] Forecasting BBLG...
[2025-12-11T20:18:18.758247] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-11T20:18:18.758277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-11T20:18:18.768919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-11T20:18:18.769223] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-11T20:18:18.770021] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-11T20:18:18.770073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:18.770105] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:18.770131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:18.770186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:18.826634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:18.827366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:18.827445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:18.827477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:18.943745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:18.943889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:18.943927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:18.943954] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:18.947252] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-11T20:18:18.947521] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-11T20:18:18.947661] [INFO ] [sig       ] BBLG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:19.091548] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BBLG.txt
[2025-12-11T20:18:19.091776] [INFO ] [sig       ] [361/3605] Completed BBLG in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:19.091828] [INFO ] [sig       ] [362/3605] Forecasting BBN...
[2025-12-11T20:18:19.091862] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-11T20:18:19.091894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-11T20:18:19.103750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-11T20:18:19.104145] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-11T20:18:19.105001] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-11T20:18:19.105056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:19.105087] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:19.105114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:19.105170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:19.165762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:19.166628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:19.166710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:19.166743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:19.284223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:19.284362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:19.284400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:19.284427] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:19.287730] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-12-11T20:18:19.288031] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-11T20:18:19.288155] [INFO ] [sig       ] BBN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:19.426006] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BBN.txt
[2025-12-11T20:18:19.426135] [INFO ] [sig       ] [362/3605] Completed BBN in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:19.426173] [INFO ] [sig       ] [363/3605] Forecasting BBSI...
[2025-12-11T20:18:19.426202] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-11T20:18:19.426231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-11T20:18:19.437612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-11T20:18:19.441113] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-11T20:18:19.441977] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-11T20:18:19.442029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:19.442062] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:19.442089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:19.442145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:19.501810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:19.502569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:19.502668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:19.502701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:19.622691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:19.622838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:19.622877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:19.622904] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:19.626210] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=72.84%)
[2025-12-11T20:18:19.626478] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-11T20:18:19.626658] [INFO ] [sig       ] BBSI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:19.771930] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BBSI.txt
[2025-12-11T20:18:19.772061] [INFO ] [sig       ] [363/3605] Completed BBSI in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:19.772100] [INFO ] [sig       ] [364/3605] Forecasting BBUC...
[2025-12-11T20:18:19.772128] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-11T20:18:19.772156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-11T20:18:19.783422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-11T20:18:19.783721] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-11T20:18:19.784495] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-11T20:18:19.784545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:19.784618] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:19.784646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:19.784702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:19.841257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:19.841953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:19.842032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:19.842063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:19.960833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:19.960972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:19.961011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:19.961039] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:19.964319] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=45.74%)
[2025-12-11T20:18:19.964610] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-11T20:18:19.964733] [INFO ] [sig       ] BBUC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:20.103973] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BBUC.txt
[2025-12-11T20:18:20.104105] [INFO ] [sig       ] [364/3605] Completed BBUC in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:20.104145] [INFO ] [sig       ] [365/3605] Forecasting BBVA...
[2025-12-11T20:18:20.104172] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-11T20:18:20.104213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-11T20:18:20.115788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-11T20:18:20.116105] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-11T20:18:20.116908] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-11T20:18:20.116959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:20.116989] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:20.117014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:20.117069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:20.174392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:20.175054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:20.175135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:20.175168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:20.294733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:20.294868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:20.294922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:20.294951] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:20.298269] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=51.77%)
[2025-12-11T20:18:20.298543] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-11T20:18:20.298686] [INFO ] [sig       ] BBVA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:20.436565] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BBVA.txt
[2025-12-11T20:18:20.436712] [INFO ] [sig       ] [365/3605] Completed BBVA in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:20.436752] [INFO ] [sig       ] [366/3605] Forecasting BBWI...
[2025-12-11T20:18:20.436780] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-11T20:18:20.436810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-11T20:18:20.447991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-11T20:18:20.448273] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-11T20:18:20.449063] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-11T20:18:20.449114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:20.449147] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:20.449173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:20.449229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:20.508561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:20.509420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:20.509503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:20.509538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:20.627565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:20.627729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:20.627769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:20.627797] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:20.631184] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-12-11T20:18:20.631460] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-11T20:18:20.631618] [INFO ] [sig       ] BBWI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:20.769781] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BBWI.txt
[2025-12-11T20:18:20.769917] [INFO ] [sig       ] [366/3605] Completed BBWI in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:20.769958] [INFO ] [sig       ] [367/3605] Forecasting BBY...
[2025-12-11T20:18:20.769987] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-11T20:18:20.770017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-11T20:18:20.781280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-11T20:18:20.781549] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-11T20:18:20.782325] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-11T20:18:20.782376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:20.782408] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:20.782434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:20.782489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:20.842355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:20.843084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:20.843163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:20.843197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:20.966748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:20.966892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:20.966930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:20.966989] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:20.970460] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-11T20:18:20.970771] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-11T20:18:20.970903] [INFO ] [sig       ] BBY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:21.111707] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BBY.txt
[2025-12-11T20:18:21.111852] [INFO ] [sig       ] [367/3605] Completed BBY in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:21.111892] [INFO ] [sig       ] [368/3605] Forecasting BC...
[2025-12-11T20:18:21.111921] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-11T20:18:21.111950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-11T20:18:21.123818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-11T20:18:21.124192] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-11T20:18:21.125045] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-11T20:18:21.125099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:21.125130] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:21.125156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:21.125212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:21.184784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:21.185627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:21.185710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:21.185742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:21.307607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:21.307747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:21.307788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:21.307842] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:21.311343] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=31.83%)
[2025-12-11T20:18:21.311641] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-11T20:18:21.311771] [INFO ] [sig       ] BC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:21.451169] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BC.txt
[2025-12-11T20:18:21.451310] [INFO ] [sig       ] [368/3605] Completed BC in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:21.451350] [INFO ] [sig       ] [369/3605] Forecasting BCAL...
[2025-12-11T20:18:21.451379] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-11T20:18:21.451410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-11T20:18:21.462933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-11T20:18:21.463283] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-11T20:18:21.464138] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-11T20:18:21.464191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:21.464235] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:21.464263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:21.464321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:21.525211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:21.526097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:21.526184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:21.526217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:21.645170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:21.645320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:21.645360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:21.645389] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:21.648940] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2025-12-11T20:18:21.649226] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-11T20:18:21.649353] [INFO ] [sig       ] BCAL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:21.793944] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BCAL.txt
[2025-12-11T20:18:21.794091] [INFO ] [sig       ] [369/3605] Completed BCAL in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:21.794132] [INFO ] [sig       ] [370/3605] Forecasting BCAX...
[2025-12-11T20:18:21.794163] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-11T20:18:21.794194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-11T20:18:21.806146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-11T20:18:21.806719] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-11T20:18:21.807529] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-11T20:18:21.807604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:21.807638] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:21.807669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:21.807739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:21.867638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:21.868484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:21.868568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:21.868621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:21.990892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:21.991054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:21.991104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:21.991133] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:21.994667] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=87.76%)
[2025-12-11T20:18:21.994962] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-11T20:18:21.995093] [INFO ] [sig       ] BCAX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:22.132973] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BCAX.txt
[2025-12-11T20:18:22.133124] [INFO ] [sig       ] [370/3605] Completed BCAX in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:22.133164] [INFO ] [sig       ] [371/3605] Forecasting BCBP...
[2025-12-11T20:18:22.133192] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-11T20:18:22.133220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-11T20:18:22.144865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-11T20:18:22.145250] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-11T20:18:22.146053] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-11T20:18:22.146104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:22.146136] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:22.146162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:22.146217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:22.202314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:22.203115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:22.203197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:22.203229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:22.318108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:22.318255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:22.318293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:22.318321] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:22.321655] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2025-12-11T20:18:22.321932] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-11T20:18:22.322057] [INFO ] [sig       ] BCBP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:22.459637] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BCBP.txt
[2025-12-11T20:18:22.459798] [INFO ] [sig       ] [371/3605] Completed BCBP in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:22.459840] [INFO ] [sig       ] [372/3605] Forecasting BCC...
[2025-12-11T20:18:22.459869] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-11T20:18:22.459898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-11T20:18:22.472941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-11T20:18:22.473314] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-11T20:18:22.474136] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-11T20:18:22.474187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:22.474218] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:22.474243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:22.474299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:22.535716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:22.536722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:22.536811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:22.536843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:22.667001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:22.667161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:22.667201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:22.667229] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:22.670954] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-12-11T20:18:22.671307] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-11T20:18:22.671454] [INFO ] [sig       ] BCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:22.830622] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BCC.txt
[2025-12-11T20:18:22.830829] [INFO ] [sig       ] [372/3605] Completed BCC in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:22.830879] [INFO ] [sig       ] [373/3605] Forecasting BCDA...
[2025-12-11T20:18:22.830930] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-11T20:18:22.830970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-11T20:18:22.844557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-11T20:18:22.845020] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-11T20:18:22.845939] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-11T20:18:22.845996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:22.846027] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:22.846053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:22.846114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:22.908474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:22.909437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:22.909530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:22.909563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:23.061060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:23.061255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:23.061322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:23.061370] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:23.066913] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-11T20:18:23.067459] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-11T20:18:23.067700] [INFO ] [sig       ] BCDA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:23.266664] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BCDA.txt
[2025-12-11T20:18:23.266886] [INFO ] [sig       ] [373/3605] Completed BCDA in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:23.266955] [INFO ] [sig       ] [374/3605] Forecasting BCE...
[2025-12-11T20:18:23.267003] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-11T20:18:23.267050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-11T20:18:23.285570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-11T20:18:23.286110] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-11T20:18:23.287097] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-11T20:18:23.287162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:23.287203] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:23.287238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:23.287314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:23.361835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:23.363199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:23.363380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:23.363432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:23.521705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:23.521903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:23.521968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:23.522016] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:23.527561] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-11T20:18:23.528121] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-11T20:18:23.528333] [INFO ] [sig       ] BCE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:23.715597] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BCE.txt
[2025-12-11T20:18:23.715823] [INFO ] [sig       ] [374/3605] Completed BCE in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:23.715887] [INFO ] [sig       ] [375/3605] Forecasting BCH...
[2025-12-11T20:18:23.715936] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-11T20:18:23.715986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-11T20:18:23.731306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-11T20:18:23.731729] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-11T20:18:23.732688] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-11T20:18:23.732744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:23.732777] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:23.732803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:23.732859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:23.793737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:23.794638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:23.794733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:23.794768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:23.915192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:23.915356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:23.915398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:23.915426] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:23.919072] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-11T20:18:23.919385] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-11T20:18:23.919525] [INFO ] [sig       ] BCH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:24.062040] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BCH.txt
[2025-12-11T20:18:24.062178] [INFO ] [sig       ] [375/3605] Completed BCH in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:24.062218] [INFO ] [sig       ] [376/3605] Forecasting BCML...
[2025-12-11T20:18:24.062246] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-11T20:18:24.062276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-11T20:18:24.074278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-11T20:18:24.074626] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-11T20:18:24.075407] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-11T20:18:24.075458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:24.075488] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:24.075514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:24.075589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:24.131642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:24.132302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:24.132380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:24.132412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:24.239692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:24.239852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:24.239890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:24.239933] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:24.243252] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=79.18%)
[2025-12-11T20:18:24.243523] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-11T20:18:24.243664] [INFO ] [sig       ] BCML: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:24.381054] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BCML.txt
[2025-12-11T20:18:24.381203] [INFO ] [sig       ] [376/3605] Completed BCML in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:24.381243] [INFO ] [sig       ] [377/3605] Forecasting BCO...
[2025-12-11T20:18:24.381273] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-11T20:18:24.381303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-11T20:18:24.393304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-11T20:18:24.393631] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-11T20:18:24.394393] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-11T20:18:24.394444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:24.394475] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:24.394501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:24.394556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:24.450630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:24.451430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:24.451510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:24.451542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:24.573150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:24.573301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:24.573340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:24.573367] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:24.576751] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-11T20:18:24.577028] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-11T20:18:24.577153] [INFO ] [sig       ] BCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:24.716063] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BCO.txt
[2025-12-11T20:18:24.716226] [INFO ] [sig       ] [377/3605] Completed BCO in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-11T20:18:24.716267] [INFO ] [sig       ] [378/3605] Forecasting BCPC...
[2025-12-11T20:18:24.716297] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-11T20:18:24.716326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-11T20:18:24.728695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-11T20:18:24.728985] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-11T20:18:24.729783] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-11T20:18:24.729834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:24.729865] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:24.729891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:24.729946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:24.787016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:24.787771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:24.787866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:24.787897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:24.906321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:24.906474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:24.906514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:24.906541] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:24.909919] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-11T20:18:24.910193] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-11T20:18:24.910318] [INFO ] [sig       ] BCPC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:25.050872] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BCPC.txt
[2025-12-11T20:18:25.051030] [INFO ] [sig       ] [378/3605] Completed BCPC in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-11T20:18:25.051071] [INFO ] [sig       ] [379/3605] Forecasting BCRX...
[2025-12-11T20:18:25.051100] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-11T20:18:25.051130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-11T20:18:25.062723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-11T20:18:25.063049] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-11T20:18:25.063839] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-11T20:18:25.063890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:25.063921] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:25.063948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:25.064003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:25.121371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:25.122254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:25.122334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:25.122366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:25.240631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:25.240780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:25.240821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:25.240849] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:25.244185] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-11T20:18:25.244469] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-11T20:18:25.244616] [INFO ] [sig       ] BCRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:25.384322] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BCRX.txt
[2025-12-11T20:18:25.384478] [INFO ] [sig       ] [379/3605] Completed BCRX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-11T20:18:25.384520] [INFO ] [sig       ] [380/3605] Forecasting BCS...
[2025-12-11T20:18:25.384550] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-11T20:18:25.384604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-11T20:18:25.396346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-11T20:18:25.396654] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-11T20:18:25.397403] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-11T20:18:25.397453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:25.397485] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:25.397511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:25.397598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:25.454419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:25.455157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:25.455236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:25.455268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:25.570443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:25.570595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:25.570635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:25.570664] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:25.573929] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-12-11T20:18:25.574202] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-11T20:18:25.574324] [INFO ] [sig       ] BCS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:25.711608] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BCS.txt
[2025-12-11T20:18:25.711755] [INFO ] [sig       ] [380/3605] Completed BCS in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-11T20:18:25.711795] [INFO ] [sig       ] [381/3605] Forecasting BCSF...
[2025-12-11T20:18:25.711824] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-11T20:18:25.711853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-11T20:18:25.724055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-11T20:18:25.724389] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-11T20:18:25.725187] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-11T20:18:25.725240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:25.725297] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:25.725324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:25.725381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:25.782913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:25.783770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:25.783849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:25.783880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:25.902694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:25.902844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:25.902883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:25.902910] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:25.906246] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-12-11T20:18:25.906514] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-11T20:18:25.906653] [INFO ] [sig       ] BCSF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:26.045150] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BCSF.txt
[2025-12-11T20:18:26.045296] [INFO ] [sig       ] [381/3605] Completed BCSF in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:26.045520] [INFO ] [sig       ] [382/3605] Forecasting BCTX...
[2025-12-11T20:18:26.045549] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-11T20:18:26.045598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-11T20:18:26.056762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-11T20:18:26.057022] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-11T20:18:26.057797] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-11T20:18:26.057876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:26.057909] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:26.057935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:26.057991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:26.115607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:26.116467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:26.116553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:26.116603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:26.234311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:26.234463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:26.234505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:26.234534] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:26.237875] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=74.32%)
[2025-12-11T20:18:26.238140] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-11T20:18:26.238260] [INFO ] [sig       ] BCTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:26.377027] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BCTX.txt
[2025-12-11T20:18:26.377152] [INFO ] [sig       ] [382/3605] Completed BCTX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:26.377191] [INFO ] [sig       ] [383/3605] Forecasting BCX...
[2025-12-11T20:18:26.377219] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-11T20:18:26.377248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-11T20:18:26.388285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-11T20:18:26.388614] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-11T20:18:26.389375] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-11T20:18:26.389425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:26.389456] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:26.389482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:26.389537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:26.448039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:26.448748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:26.448828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:26.448860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:26.568681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:26.568811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:26.568849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:26.568877] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:26.572119] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-11T20:18:26.572384] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-11T20:18:26.572505] [INFO ] [sig       ] BCX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:26.714991] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BCX.txt
[2025-12-11T20:18:26.715131] [INFO ] [sig       ] [383/3605] Completed BCX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:26.715170] [INFO ] [sig       ] [384/3605] Forecasting BCYC...
[2025-12-11T20:18:26.715200] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-11T20:18:26.715229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-11T20:18:26.726378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-11T20:18:26.726689] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-11T20:18:26.727458] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-11T20:18:26.727508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:26.727539] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:26.727564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:26.727641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:26.784259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:26.785137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:26.785218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:26.785249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:26.905532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:26.905700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:26.905742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:26.905802] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:26.909477] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-11T20:18:26.909798] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-11T20:18:26.909952] [INFO ] [sig       ] BCYC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:27.053900] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BCYC.txt
[2025-12-11T20:18:27.054045] [INFO ] [sig       ] [384/3605] Completed BCYC in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:27.054085] [INFO ] [sig       ] [385/3605] Forecasting BDC...
[2025-12-11T20:18:27.054115] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-11T20:18:27.054144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-11T20:18:27.067073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-11T20:18:27.067384] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-11T20:18:27.068198] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-11T20:18:27.068249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:27.068280] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:27.068305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:27.068361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:27.124348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:27.125109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:27.125187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:27.125219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:27.247837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:27.248008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:27.248048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:27.248075] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:27.251712] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-11T20:18:27.252085] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-11T20:18:27.252237] [INFO ] [sig       ] BDC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:27.394119] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BDC.txt
[2025-12-11T20:18:27.394272] [INFO ] [sig       ] [385/3605] Completed BDC in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:27.394310] [INFO ] [sig       ] [386/3605] Forecasting BDJ...
[2025-12-11T20:18:27.394340] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-11T20:18:27.394368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-11T20:18:27.406818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-11T20:18:27.407152] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-11T20:18:27.407971] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-11T20:18:27.408022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:27.408053] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:27.408078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:27.408138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:27.473659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:27.474740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:27.474822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:27.474855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:27.597659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:27.597831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:27.597872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:27.597900] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:27.601277] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-11T20:18:27.601554] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-11T20:18:27.601697] [INFO ] [sig       ] BDJ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:27.740442] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BDJ.txt
[2025-12-11T20:18:27.740600] [INFO ] [sig       ] [386/3605] Completed BDJ in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:27.740642] [INFO ] [sig       ] [387/3605] Forecasting BDN...
[2025-12-11T20:18:27.740672] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-11T20:18:27.740702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-11T20:18:27.752794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-11T20:18:27.753104] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-11T20:18:27.753890] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-11T20:18:27.753941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:27.753972] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:27.753999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:27.754054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:27.810475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:27.811260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:27.811341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:27.811373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:27.931930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:27.932082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:27.932124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:27.932150] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:27.935489] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=62.69%)
[2025-12-11T20:18:27.935796] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-11T20:18:27.935922] [INFO ] [sig       ] BDN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:28.073152] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BDN.txt
[2025-12-11T20:18:28.073298] [INFO ] [sig       ] [387/3605] Completed BDN in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:28.073336] [INFO ] [sig       ] [388/3605] Forecasting BDRX...
[2025-12-11T20:18:28.073366] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-11T20:18:28.073395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-11T20:18:28.086188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-11T20:18:28.086652] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-11T20:18:28.087490] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-11T20:18:28.087545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:28.087605] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:28.087647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:28.087716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:28.145154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:28.146036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:28.146119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:28.146151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:28.267726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:28.267895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:28.267936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:28.267964] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:28.271508] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-11T20:18:28.271983] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-11T20:18:28.272138] [INFO ] [sig       ] BDRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:28.410061] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BDRX.txt
[2025-12-11T20:18:28.410190] [INFO ] [sig       ] [388/3605] Completed BDRX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:28.410229] [INFO ] [sig       ] [389/3605] Forecasting BDSX...
[2025-12-11T20:18:28.410257] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-11T20:18:28.410286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-11T20:18:28.422408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-11T20:18:28.422787] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-11T20:18:28.423616] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-11T20:18:28.423668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:28.423700] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:28.423726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:28.423782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:28.479679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:28.480516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:28.480617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:28.480652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:28.590161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:28.590314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:28.590370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:28.590399] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:28.593786] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-12-11T20:18:28.594065] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-11T20:18:28.594191] [INFO ] [sig       ] BDSX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:28.732090] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BDSX.txt
[2025-12-11T20:18:28.732240] [INFO ] [sig       ] [389/3605] Completed BDSX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:28.732289] [INFO ] [sig       ] [390/3605] Forecasting BDTX...
[2025-12-11T20:18:28.732324] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-11T20:18:28.732360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-11T20:18:28.744482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-11T20:18:28.744842] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-11T20:18:28.745631] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-11T20:18:28.745683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:28.745715] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:28.745740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:28.745795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:28.801824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:28.802537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:28.802634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:28.802668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:28.921518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:28.921694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:28.921735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:28.921763] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:28.925164] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-11T20:18:28.925447] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-11T20:18:28.925592] [INFO ] [sig       ] BDTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:29.074399] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BDTX.txt
[2025-12-11T20:18:29.074595] [INFO ] [sig       ] [390/3605] Completed BDTX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:29.074644] [INFO ] [sig       ] [391/3605] Forecasting BDX...
[2025-12-11T20:18:29.074683] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-11T20:18:29.074723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-11T20:18:29.088548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-11T20:18:29.088984] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-11T20:18:29.089862] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-11T20:18:29.089929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:29.089977] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:29.090014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:29.090071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:29.151471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:29.152279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:29.152388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:29.152422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:29.280077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:29.280227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:29.280269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:29.280297] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:29.283903] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=34.22%)
[2025-12-11T20:18:29.284183] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-11T20:18:29.284310] [INFO ] [sig       ] BDX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:29.481421] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BDX.txt
[2025-12-11T20:18:29.481611] [INFO ] [sig       ] [391/3605] Completed BDX in 0.4s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:29.481662] [INFO ] [sig       ] [392/3605] Forecasting BE...
[2025-12-11T20:18:29.481694] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-11T20:18:29.481724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-11T20:18:29.494332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-11T20:18:29.494669] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-11T20:18:29.495447] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-11T20:18:29.495498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:29.495529] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:29.495555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:29.495628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:29.552412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:29.553082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:29.553160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:29.553192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:29.670911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:29.671047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:29.671084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:29.671111] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:29.674359] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-11T20:18:29.674642] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-11T20:18:29.674782] [INFO ] [sig       ] BE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:29.814815] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BE.txt
[2025-12-11T20:18:29.814958] [INFO ] [sig       ] [392/3605] Completed BE in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:29.814998] [INFO ] [sig       ] [393/3605] Forecasting BEAM...
[2025-12-11T20:18:29.815026] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-11T20:18:29.815056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-11T20:18:29.826139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-11T20:18:29.826472] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-11T20:18:29.827250] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-11T20:18:29.827301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:29.827344] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:29.827371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:29.827426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:29.885181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:29.886036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:29.886119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:29.886151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:30.001318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:30.001484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:30.001524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:30.001551] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:30.005307] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-11T20:18:30.005691] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-11T20:18:30.005834] [INFO ] [sig       ] BEAM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:30.144231] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BEAM.txt
[2025-12-11T20:18:30.144367] [INFO ] [sig       ] [393/3605] Completed BEAM in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:30.144406] [INFO ] [sig       ] [394/3605] Forecasting BEEM...
[2025-12-11T20:18:30.144434] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-11T20:18:30.144463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-11T20:18:30.155666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-11T20:18:30.155993] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-11T20:18:30.156791] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-11T20:18:30.156842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:30.156874] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:30.156900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:30.156956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:30.219630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:30.220290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:30.220367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:30.220398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:30.335455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:30.335622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:30.335665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:30.335694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:30.338982] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2025-12-11T20:18:30.339251] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-11T20:18:30.339376] [INFO ] [sig       ] BEEM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:30.477370] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BEEM.txt
[2025-12-11T20:18:30.477550] [INFO ] [sig       ] [394/3605] Completed BEEM in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:30.477627] [INFO ] [sig       ] [395/3605] Forecasting BEEP...
[2025-12-11T20:18:30.477669] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-11T20:18:30.477710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-11T20:18:30.489182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-11T20:18:30.489539] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-11T20:18:30.490363] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-11T20:18:30.490416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:30.490448] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:30.490476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:30.490533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:30.549846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:30.550702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:30.550781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:30.550812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:30.663449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:30.663618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:30.663658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:30.663685] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:30.667055] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-11T20:18:30.667332] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-11T20:18:30.667461] [INFO ] [sig       ] BEEP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:30.809681] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BEEP.txt
[2025-12-11T20:18:30.809834] [INFO ] [sig       ] [395/3605] Completed BEEP in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-11T20:18:30.809874] [INFO ] [sig       ] [396/3605] Forecasting BEKE...
[2025-12-11T20:18:30.809902] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-11T20:18:30.809931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-11T20:18:30.821391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-11T20:18:30.821753] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-11T20:18:30.822591] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-11T20:18:30.822652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:30.822685] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:30.822713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:30.822771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:30.879953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:30.880670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:30.880749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:30.880780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:30.997938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:30.998091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:30.998131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:30.998158] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:31.001533] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-12-11T20:18:31.001861] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-11T20:18:31.001996] [INFO ] [sig       ] BEKE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:31.143028] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BEKE.txt
[2025-12-11T20:18:31.143180] [INFO ] [sig       ] [396/3605] Completed BEKE in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-11T20:18:31.143220] [INFO ] [sig       ] [397/3605] Forecasting BELFA...
[2025-12-11T20:18:31.143254] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-11T20:18:31.143284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-11T20:18:31.154496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-11T20:18:31.154892] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-11T20:18:31.155708] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-11T20:18:31.155762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:31.155795] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:31.155822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:31.155880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:31.214674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:31.215400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:31.215481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:31.215515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:31.317005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:31.317148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:31.317187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:31.317217] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:31.320649] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=74.42%)
[2025-12-11T20:18:31.320960] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-11T20:18:31.321090] [INFO ] [sig       ] BELFA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:31.457867] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BELFA.txt
[2025-12-11T20:18:31.457988] [INFO ] [sig       ] [397/3605] Completed BELFA in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:31.458026] [INFO ] [sig       ] [398/3605] Forecasting BELFB...
[2025-12-11T20:18:31.458055] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-11T20:18:31.458084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-11T20:18:31.469549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-11T20:18:31.469874] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-11T20:18:31.470692] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-11T20:18:31.470743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:31.470801] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:31.470829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:31.470887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:31.530093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:31.530960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:31.531043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:31.531077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:31.648811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:31.648960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:31.649000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:31.649028] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:31.652430] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=40.46%)
[2025-12-11T20:18:31.652727] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-11T20:18:31.652854] [INFO ] [sig       ] BELFB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:31.790847] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BELFB.txt
[2025-12-11T20:18:31.791005] [INFO ] [sig       ] [398/3605] Completed BELFB in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:31.791044] [INFO ] [sig       ] [399/3605] Forecasting BEN...
[2025-12-11T20:18:31.791073] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-11T20:18:31.791102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-11T20:18:31.802779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-11T20:18:31.803090] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-11T20:18:31.804046] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-11T20:18:31.804099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:31.804131] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:31.804164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:31.804235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:31.864831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:31.865722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:31.865804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:31.865837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:31.986985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:31.987126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:31.987165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:31.987193] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:31.990517] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=69.59%)
[2025-12-11T20:18:31.990796] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-11T20:18:31.990920] [INFO ] [sig       ] BEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:32.130074] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BEN.txt
[2025-12-11T20:18:32.130226] [INFO ] [sig       ] [399/3605] Completed BEN in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:32.130265] [INFO ] [sig       ] [400/3605] Forecasting BEP...
[2025-12-11T20:18:32.130295] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-11T20:18:32.130325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-11T20:18:32.141826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-11T20:18:32.142202] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-11T20:18:32.143037] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-11T20:18:32.143088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:32.143120] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:32.143146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:32.143201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:32.202987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:32.203719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:32.203802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:32.203835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:32.321394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:32.321542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:32.321599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:32.321671] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:32.324988] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-12-11T20:18:32.325260] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-11T20:18:32.325390] [INFO ] [sig       ] BEP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:32.464804] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BEP.txt
[2025-12-11T20:18:32.464958] [INFO ] [sig       ] [400/3605] Completed BEP in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:32.464997] [INFO ] [sig       ] [401/3605] Forecasting BEPH...
[2025-12-11T20:18:32.465026] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-11T20:18:32.465056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-11T20:18:32.477303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-11T20:18:32.477721] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-11T20:18:32.478779] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-11T20:18:32.478833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:32.478866] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:32.478894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:32.478950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:32.538337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:32.539202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:32.539286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:32.539319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:32.656170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:32.656316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:32.656359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:32.656417] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:32.660968] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=32.72%)
[2025-12-11T20:18:32.661252] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-11T20:18:32.661385] [INFO ] [sig       ] BEPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:32.799798] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BEPH.txt
[2025-12-11T20:18:32.799951] [INFO ] [sig       ] [401/3605] Completed BEPH in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:32.799990] [INFO ] [sig       ] [402/3605] Forecasting BEPI...
[2025-12-11T20:18:32.800021] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-11T20:18:32.800052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-11T20:18:32.811642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-11T20:18:32.811971] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-11T20:18:32.812782] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-11T20:18:32.812835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:32.812868] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:32.812894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:32.812951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:32.871914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:32.872765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:32.872846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:32.872896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:32.971721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:32.971868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:32.971909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:32.971936] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:32.975295] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-12-11T20:18:32.975616] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-11T20:18:32.975752] [INFO ] [sig       ] BEPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:33.121229] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BEPI.txt
[2025-12-11T20:18:33.121364] [INFO ] [sig       ] [402/3605] Completed BEPI in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:33.121403] [INFO ] [sig       ] [403/3605] Forecasting BFAM...
[2025-12-11T20:18:33.121431] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-11T20:18:33.121461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-11T20:18:33.133216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-11T20:18:33.133546] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-11T20:18:33.134349] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-11T20:18:33.134400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:33.134430] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:33.134456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:33.134512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:33.193050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:33.193939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:33.194023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:33.194055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:33.312517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:33.312688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:33.312729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:33.312757] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:33.316055] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-11T20:18:33.316322] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-11T20:18:33.316444] [INFO ] [sig       ] BFAM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:33.453364] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BFAM.txt
[2025-12-11T20:18:33.453483] [INFO ] [sig       ] [403/3605] Completed BFAM in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:33.453522] [INFO ] [sig       ] [404/3605] Forecasting BFC...
[2025-12-11T20:18:33.453550] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-11T20:18:33.453597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-11T20:18:33.465187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-11T20:18:33.465511] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-11T20:18:33.466299] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-11T20:18:33.466350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:33.466381] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:33.466417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:33.466473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:33.523213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:33.523854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:33.523930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:33.523961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:33.634902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:33.635016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:33.635055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:33.635082] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:33.638699] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2025-12-11T20:18:33.638992] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-11T20:18:33.639124] [INFO ] [sig       ] BFC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:33.780043] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BFC.txt
[2025-12-11T20:18:33.780198] [INFO ] [sig       ] [404/3605] Completed BFC in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:33.780236] [INFO ] [sig       ] [405/3605] Forecasting BFH...
[2025-12-11T20:18:33.780265] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-11T20:18:33.780295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-11T20:18:33.792558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-11T20:18:33.792977] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-11T20:18:33.793958] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-11T20:18:33.794020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:33.794063] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:33.794099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:33.794175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:33.855141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:33.856073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:33.856160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:33.856193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:33.977044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:33.977193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:33.977232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:33.977260] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:33.980614] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2025-12-11T20:18:33.980889] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-11T20:18:33.981013] [INFO ] [sig       ] BFH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:34.120185] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BFH.txt
[2025-12-11T20:18:34.120305] [INFO ] [sig       ] [405/3605] Completed BFH in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:34.120343] [INFO ] [sig       ] [406/3605] Forecasting BFIN...
[2025-12-11T20:18:34.120371] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-11T20:18:34.120401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-11T20:18:34.131596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-11T20:18:34.131914] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-11T20:18:34.132918] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-11T20:18:34.132971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:34.133003] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:34.133031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:34.133087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:34.194110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:34.194786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:34.194864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:34.194899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:34.306632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:34.306774] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:18:34.306814] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:34.306841] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:34.310300] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-11T20:18:34.310590] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-11T20:18:34.310733] [INFO ] [sig       ] BFIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:34.449788] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BFIN.txt
[2025-12-11T20:18:34.449946] [INFO ] [sig       ] [406/3605] Completed BFIN in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:34.449984] [INFO ] [sig       ] [407/3605] Forecasting BFK...
[2025-12-11T20:18:34.450014] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-11T20:18:34.450045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-11T20:18:34.461187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-11T20:18:34.461584] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-11T20:18:34.462447] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-11T20:18:34.462501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:34.462534] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:34.462560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:34.462644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:34.521863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:34.522771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:34.522859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:34.522893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:34.641333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:34.641478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:34.641518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:34.641545] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:34.644878] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-11T20:18:34.645146] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-11T20:18:34.645268] [INFO ] [sig       ] BFK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:34.783285] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BFK.txt
[2025-12-11T20:18:34.783414] [INFO ] [sig       ] [407/3605] Completed BFK in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:34.783452] [INFO ] [sig       ] [408/3605] Forecasting BFLY...
[2025-12-11T20:18:34.783481] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-11T20:18:34.783518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-11T20:18:34.794899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-11T20:18:34.795196] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-11T20:18:34.795986] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-11T20:18:34.796037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:34.796068] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:34.796094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:34.796150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:34.854769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:34.855435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:34.855545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:34.855600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:34.976259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:34.976400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:34.976443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:34.976470] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:34.979811] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-12-11T20:18:34.980101] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-11T20:18:34.980228] [INFO ] [sig       ] BFLY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:35.120035] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BFLY.txt
[2025-12-11T20:18:35.120194] [INFO ] [sig       ] [408/3605] Completed BFLY in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:35.120233] [INFO ] [sig       ] [409/3605] Forecasting BFS...
[2025-12-11T20:18:35.120264] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-11T20:18:35.120295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-11T20:18:35.131592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-11T20:18:35.131987] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-11T20:18:35.132815] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-11T20:18:35.132867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:35.132899] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:35.132926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:35.132984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:35.192038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:35.192941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:35.193025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:35.193057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:35.307774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:35.307934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:35.307977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:35.308005] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:35.311391] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=29.79%)
[2025-12-11T20:18:35.311788] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-11T20:18:35.311941] [INFO ] [sig       ] BFS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:35.449888] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BFS.txt
[2025-12-11T20:18:35.450014] [INFO ] [sig       ] [409/3605] Completed BFS in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:35.450052] [INFO ] [sig       ] [410/3605] Forecasting BFZ...
[2025-12-11T20:18:35.450080] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-11T20:18:35.450110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-11T20:18:35.461720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-11T20:18:35.462005] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-11T20:18:35.462822] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-11T20:18:35.462875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:35.462907] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:35.462934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:35.462991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:35.522109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:35.522776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:35.522855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:35.522889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:35.639046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:35.639186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:35.639224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:35.639251] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:35.642607] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-11T20:18:35.642874] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-11T20:18:35.642996] [INFO ] [sig       ] BFZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:35.783746] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BFZ.txt
[2025-12-11T20:18:35.783907] [INFO ] [sig       ] [410/3605] Completed BFZ in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:35.783948] [INFO ] [sig       ] [411/3605] Forecasting BG...
[2025-12-11T20:18:35.783976] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-11T20:18:35.784012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-11T20:18:35.795438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-11T20:18:35.795802] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-11T20:18:35.796592] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-11T20:18:35.796643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:35.796675] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:35.796701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:35.796756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:35.857237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:35.858315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:35.858400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:35.858436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:35.975158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:35.975261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:35.975296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:35.975324] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:35.978492] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-12-11T20:18:35.978800] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-11T20:18:35.978926] [INFO ] [sig       ] BG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:36.115771] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BG.txt
[2025-12-11T20:18:36.115914] [INFO ] [sig       ] [411/3605] Completed BG in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-11T20:18:36.115954] [INFO ] [sig       ] [412/3605] Forecasting BGB...
[2025-12-11T20:18:36.115982] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-11T20:18:36.116022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-11T20:18:36.128059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-11T20:18:36.128339] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-11T20:18:36.129146] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-11T20:18:36.129197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:36.129227] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:36.129252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:36.129312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:36.185364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:36.185987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:36.186064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:36.186096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:36.305196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:36.305327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:36.305365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:36.305392] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:36.308816] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-11T20:18:36.309081] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-11T20:18:36.309207] [INFO ] [sig       ] BGB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:36.446335] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BGB.txt
[2025-12-11T20:18:36.446462] [INFO ] [sig       ] [412/3605] Completed BGB in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-11T20:18:36.446507] [INFO ] [sig       ] [413/3605] Forecasting BGC...
[2025-12-11T20:18:36.446541] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-11T20:18:36.446598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-11T20:18:36.457894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-11T20:18:36.458199] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-11T20:18:36.459023] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-11T20:18:36.459074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:36.459104] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:36.459130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:36.459185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:36.516968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:36.517561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:36.517654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:36.517686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:36.640005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:36.640176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:36.640215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:36.640242] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:36.643637] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=53.33%)
[2025-12-11T20:18:36.643904] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-11T20:18:36.644025] [INFO ] [sig       ] BGC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:36.781047] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BGC.txt
[2025-12-11T20:18:36.781170] [INFO ] [sig       ] [413/3605] Completed BGC in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-11T20:18:36.781208] [INFO ] [sig       ] [414/3605] Forecasting BGH...
[2025-12-11T20:18:36.781237] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-11T20:18:36.781265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-11T20:18:36.792570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-11T20:18:36.792847] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-11T20:18:36.793642] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-11T20:18:36.793693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:36.793724] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:36.793749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:36.793828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:36.849952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:36.850552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:36.850654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:36.850687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:36.964296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:36.964413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:36.964449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:36.964477] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:36.967663] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-11T20:18:36.967945] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-11T20:18:36.968081] [INFO ] [sig       ] BGH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:37.103756] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BGH.txt
[2025-12-11T20:18:37.103876] [INFO ] [sig       ] [414/3605] Completed BGH in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:37.103913] [INFO ] [sig       ] [415/3605] Forecasting BGLC...
[2025-12-11T20:18:37.103942] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-11T20:18:37.103972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-11T20:18:37.115249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-11T20:18:37.115553] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-11T20:18:37.116325] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-11T20:18:37.116376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:37.116434] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:37.116461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:37.116517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:37.173183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:37.173833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:37.173909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:37.173941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:37.288224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:37.288356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:37.288394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:37.288421] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:37.291678] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-11T20:18:37.291942] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-11T20:18:37.292062] [INFO ] [sig       ] BGLC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:37.431249] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BGLC.txt
[2025-12-11T20:18:37.431381] [INFO ] [sig       ] [415/3605] Completed BGLC in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:37.431420] [INFO ] [sig       ] [416/3605] Forecasting BGRN...
[2025-12-11T20:18:37.431448] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-11T20:18:37.431477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-11T20:18:37.442853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-11T20:18:37.443168] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-11T20:18:37.443963] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-11T20:18:37.444014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:37.444045] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:37.444070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:37.444124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:37.500547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:37.501178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:37.501254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:37.501286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:37.619182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:37.619294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:37.619331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:37.619359] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:37.622558] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-11T20:18:37.622840] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-11T20:18:37.622962] [INFO ] [sig       ] BGRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:37.760272] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BGRN.txt
[2025-12-11T20:18:37.760392] [INFO ] [sig       ] [416/3605] Completed BGRN in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:37.760429] [INFO ] [sig       ] [417/3605] Forecasting BGS...
[2025-12-11T20:18:37.760458] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-11T20:18:37.760488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-11T20:18:37.771697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-11T20:18:37.771963] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-11T20:18:37.772743] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-11T20:18:37.772795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:37.772837] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:37.772864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:37.772919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:37.829264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:37.829926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:37.830003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:37.830034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:37.948967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:37.949096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:37.949133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:37.949160] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:37.952414] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-11T20:18:37.952702] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-11T20:18:37.952827] [INFO ] [sig       ] BGS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:38.091208] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BGS.txt
[2025-12-11T20:18:38.091355] [INFO ] [sig       ] [417/3605] Completed BGS in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:38.091394] [INFO ] [sig       ] [418/3605] Forecasting BGSF...
[2025-12-11T20:18:38.091424] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-11T20:18:38.091458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-11T20:18:38.103299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-11T20:18:38.103607] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-11T20:18:38.104368] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-11T20:18:38.104418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:38.104452] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:38.104479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:38.104535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:38.164264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:38.164972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:38.165056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:38.165089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:38.282830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:38.282958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:38.282999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:38.283068] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:38.286355] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=27.28%)
[2025-12-11T20:18:38.286648] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-11T20:18:38.286777] [INFO ] [sig       ] BGSF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:38.423994] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BGSF.txt
[2025-12-11T20:18:38.424115] [INFO ] [sig       ] [418/3605] Completed BGSF in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:38.424153] [INFO ] [sig       ] [419/3605] Forecasting BGX...
[2025-12-11T20:18:38.424181] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-11T20:18:38.424211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-11T20:18:38.435627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-11T20:18:38.435942] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-11T20:18:38.436766] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-11T20:18:38.436820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:38.436852] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:38.436880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:38.436935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:38.493686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:38.494389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:38.494468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:38.494500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:38.615635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:38.615795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:38.615833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:38.615861] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:38.619317] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2025-12-11T20:18:38.619616] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-11T20:18:38.619744] [INFO ] [sig       ] BGX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:38.765310] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BGX.txt
[2025-12-11T20:18:38.765446] [INFO ] [sig       ] [419/3605] Completed BGX in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:38.765485] [INFO ] [sig       ] [420/3605] Forecasting BGY...
[2025-12-11T20:18:38.765514] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-11T20:18:38.765543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-11T20:18:38.776967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-11T20:18:38.777259] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-11T20:18:38.778097] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-11T20:18:38.778149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:38.778179] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:38.778203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:38.778259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:38.837532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:38.838292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:38.838375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:38.838413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:38.962555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:38.962746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:38.962788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:38.962817] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:38.966274] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2025-12-11T20:18:38.966545] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-11T20:18:38.966687] [INFO ] [sig       ] BGY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:39.106889] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BGY.txt
[2025-12-11T20:18:39.107044] [INFO ] [sig       ] [420/3605] Completed BGY in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:39.107090] [INFO ] [sig       ] [421/3605] Forecasting BHC...
[2025-12-11T20:18:39.107121] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-11T20:18:39.107165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-11T20:18:39.118955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-11T20:18:39.119231] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-11T20:18:39.120082] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-11T20:18:39.120133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:39.120164] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:39.120189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:39.120244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:39.177841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:39.178445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:39.178523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:39.178554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:39.296280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:39.296431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:39.296471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:39.296498] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:39.299825] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-12-11T20:18:39.300095] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-11T20:18:39.300218] [INFO ] [sig       ] BHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:39.438675] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BHC.txt
[2025-12-11T20:18:39.438832] [INFO ] [sig       ] [421/3605] Completed BHC in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:39.438872] [INFO ] [sig       ] [422/3605] Forecasting BHE...
[2025-12-11T20:18:39.438900] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-11T20:18:39.438931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-11T20:18:39.450447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-11T20:18:39.450848] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-11T20:18:39.451648] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-11T20:18:39.451699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:39.451730] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:39.451757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:39.451812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:39.510251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:39.511125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:39.511213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:39.511245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:39.633442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:39.633628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:39.633679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:39.633709] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:39.637208] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-11T20:18:39.637505] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-11T20:18:39.637655] [INFO ] [sig       ] BHE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:39.778554] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BHE.txt
[2025-12-11T20:18:39.778730] [INFO ] [sig       ] [422/3605] Completed BHE in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:39.778771] [INFO ] [sig       ] [423/3605] Forecasting BHF...
[2025-12-11T20:18:39.778800] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-11T20:18:39.778831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-11T20:18:39.790519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-11T20:18:39.790923] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-11T20:18:39.791760] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-11T20:18:39.791812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:39.791845] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:39.791872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:39.791929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:39.849502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:39.850395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:39.850484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:39.850515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:39.971055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:39.971202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:39.971240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:39.971267] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:39.974584] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-11T20:18:39.974856] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-11T20:18:39.974977] [INFO ] [sig       ] BHF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:40.116451] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BHF.txt
[2025-12-11T20:18:40.116594] [INFO ] [sig       ] [423/3605] Completed BHF in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:40.116634] [INFO ] [sig       ] [424/3605] Forecasting BHFAL...
[2025-12-11T20:18:40.116663] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-11T20:18:40.116692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-11T20:18:40.128784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-11T20:18:40.129105] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-11T20:18:40.129915] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-11T20:18:40.129967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:40.129999] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:40.130025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:40.130082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:40.194435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:40.195399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:40.195485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:40.195519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:40.316597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:40.316746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:40.316785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:40.316827] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:40.320195] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-11T20:18:40.320466] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-11T20:18:40.320607] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:40.462206] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BHFAL.txt
[2025-12-11T20:18:40.462378] [INFO ] [sig       ] [424/3605] Completed BHFAL in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:40.462417] [INFO ] [sig       ] [425/3605] Forecasting BHFAM...
[2025-12-11T20:18:40.462446] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-11T20:18:40.462476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-11T20:18:40.474398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-11T20:18:40.474829] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-11T20:18:40.475663] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-11T20:18:40.475717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:40.475750] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:40.475777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:40.475834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:40.534209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:40.535068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:40.535188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:40.535225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:40.651764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:40.651916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:40.651956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:40.651984] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:40.655388] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-11T20:18:40.655700] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-11T20:18:40.655830] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:40.801352] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BHFAM.txt
[2025-12-11T20:18:40.801504] [INFO ] [sig       ] [425/3605] Completed BHFAM in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:40.801543] [INFO ] [sig       ] [426/3605] Forecasting BHFAN...
[2025-12-11T20:18:40.801596] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-11T20:18:40.801631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-11T20:18:40.813556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-11T20:18:40.813968] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-11T20:18:40.814844] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-11T20:18:40.814899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:40.814930] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:40.814956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:40.815012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:40.873089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:40.873992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:40.874092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:40.874125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:40.995691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:40.995842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:40.995883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:40.995911] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:40.999279] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2025-12-11T20:18:40.999593] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-11T20:18:40.999727] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:41.142117] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BHFAN.txt
[2025-12-11T20:18:41.142265] [INFO ] [sig       ] [426/3605] Completed BHFAN in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:41.142304] [INFO ] [sig       ] [427/3605] Forecasting BHFAO...
[2025-12-11T20:18:41.142334] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-11T20:18:41.142363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-11T20:18:41.153954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-11T20:18:41.154327] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-11T20:18:41.155132] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-11T20:18:41.155183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:41.155215] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:41.155241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:41.155297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:41.217282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:41.218174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:41.218257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:41.218288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:41.343843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:41.343992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:41.344033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:41.344061] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:41.347477] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2025-12-11T20:18:41.347774] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-11T20:18:41.347934] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:41.486777] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BHFAO.txt
[2025-12-11T20:18:41.486901] [INFO ] [sig       ] [427/3605] Completed BHFAO in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-11T20:18:41.486939] [INFO ] [sig       ] [428/3605] Forecasting BHFAP...
[2025-12-11T20:18:41.486968] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-11T20:18:41.487004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-11T20:18:41.497980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-11T20:18:41.498267] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-11T20:18:41.499099] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-11T20:18:41.499152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:41.499193] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:41.499221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:41.499278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:41.558484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:41.559219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:41.559300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:41.559336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:41.681161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:41.681303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:41.681341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:41.681369] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:41.684779] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-12-11T20:18:41.685044] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-11T20:18:41.685168] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:41.829872] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BHFAP.txt
[2025-12-11T20:18:41.830025] [INFO ] [sig       ] [428/3605] Completed BHFAP in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-11T20:18:41.830064] [INFO ] [sig       ] [429/3605] Forecasting BHK...
[2025-12-11T20:18:41.830094] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-11T20:18:41.830125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-11T20:18:41.841418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-11T20:18:41.841775] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-11T20:18:41.842641] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-11T20:18:41.842694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:41.842727] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:41.842754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:41.842811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:41.903060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:41.904059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:41.904154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:41.904187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:42.027932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:42.028086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:42.028127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:42.028156] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:42.031864] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-11T20:18:42.032197] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-11T20:18:42.032339] [INFO ] [sig       ] BHK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:42.172780] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BHK.txt
[2025-12-11T20:18:42.172934] [INFO ] [sig       ] [429/3605] Completed BHK in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-11T20:18:42.172973] [INFO ] [sig       ] [430/3605] Forecasting BHP...
[2025-12-11T20:18:42.173001] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-11T20:18:42.173030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-11T20:18:42.184197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-11T20:18:42.184493] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-11T20:18:42.185367] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-11T20:18:42.185420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:42.185453] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:42.185481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:42.185538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:42.243588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:42.244241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:42.244323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:42.244356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:42.369229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:42.369381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:42.369423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:42.369451] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:42.372906] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-11T20:18:42.373186] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-11T20:18:42.373319] [INFO ] [sig       ] BHP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:42.516337] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BHP.txt
[2025-12-11T20:18:42.516500] [INFO ] [sig       ] [430/3605] Completed BHP in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-11T20:18:42.516552] [INFO ] [sig       ] [431/3605] Forecasting BHRB...
[2025-12-11T20:18:42.516613] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-11T20:18:42.516645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-11T20:18:42.528316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-11T20:18:42.528731] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-11T20:18:42.529539] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-11T20:18:42.529613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:42.529647] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:42.529675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:42.529732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:42.591350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:42.592350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:42.592434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:42.592465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:42.706352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:42.706496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:42.706538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:42.706568] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:42.709948] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-11T20:18:42.710216] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-11T20:18:42.710336] [INFO ] [sig       ] BHRB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:42.846299] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BHRB.txt
[2025-12-11T20:18:42.846422] [INFO ] [sig       ] [431/3605] Completed BHRB in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-11T20:18:42.846460] [INFO ] [sig       ] [432/3605] Forecasting BHVN...
[2025-12-11T20:18:42.846487] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-11T20:18:42.846523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-11T20:18:42.858226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-11T20:18:42.858750] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-11T20:18:42.859785] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-11T20:18:42.859870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:42.859903] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:42.859929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:42.859985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:42.917177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:42.918141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:42.918225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:42.918257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:43.033448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:43.033628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:43.033669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:43.033696] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:43.037074] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-12-11T20:18:43.037340] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-11T20:18:43.037463] [INFO ] [sig       ] BHVN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:43.176983] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BHVN.txt
[2025-12-11T20:18:43.177141] [INFO ] [sig       ] [432/3605] Completed BHVN in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:43.177182] [INFO ] [sig       ] [433/3605] Forecasting BIAF...
[2025-12-11T20:18:43.177211] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-11T20:18:43.177241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-11T20:18:43.188950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-11T20:18:43.189261] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-11T20:18:43.190055] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-11T20:18:43.190106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:43.190137] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:43.190163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:43.190218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:43.247248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:43.248189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:43.248272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:43.248303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:43.370666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:43.370861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:43.370927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:43.370966] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:43.375603] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=59.53%)
[2025-12-11T20:18:43.375958] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-11T20:18:43.376120] [INFO ] [sig       ] BIAF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:43.520848] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BIAF.txt
[2025-12-11T20:18:43.520978] [INFO ] [sig       ] [433/3605] Completed BIAF in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:43.521025] [INFO ] [sig       ] [434/3605] Forecasting BIB...
[2025-12-11T20:18:43.521056] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-11T20:18:43.521085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-11T20:18:43.532216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-11T20:18:43.532479] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-11T20:18:43.533309] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-11T20:18:43.533364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:43.533397] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:43.533424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:43.533481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:43.590401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:43.591047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:43.591125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:43.591157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:43.700694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:43.700855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:43.700896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:43.700924] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:43.704726] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-11T20:18:43.705006] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-11T20:18:43.705135] [INFO ] [sig       ] BIB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:43.844160] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BIB.txt
[2025-12-11T20:18:43.844287] [INFO ] [sig       ] [434/3605] Completed BIB in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:43.844325] [INFO ] [sig       ] [435/3605] Forecasting BIIB...
[2025-12-11T20:18:43.844354] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-11T20:18:43.844383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-11T20:18:43.856756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-11T20:18:43.857096] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-11T20:18:43.857999] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-11T20:18:43.858053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:43.858085] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:43.858110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:43.858165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:43.916051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:43.916754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:43.916836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:43.916868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:44.041328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:44.041469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:44.041541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:44.041597] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:44.045155] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-11T20:18:44.045435] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-11T20:18:44.045569] [INFO ] [sig       ] BIIB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:44.192691] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BIIB.txt
[2025-12-11T20:18:44.192856] [INFO ] [sig       ] [435/3605] Completed BIIB in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:44.192909] [INFO ] [sig       ] [436/3605] Forecasting BILI...
[2025-12-11T20:18:44.192949] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-11T20:18:44.192989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-11T20:18:44.206680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-11T20:18:44.207068] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-11T20:18:44.208111] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-11T20:18:44.208173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:44.208215] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:44.208250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:44.208322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:44.271089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:44.272038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:44.272131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:44.272165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:44.397488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:44.397668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:44.397717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:44.397758] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:44.401403] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-12-11T20:18:44.401709] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-11T20:18:44.401842] [INFO ] [sig       ] BILI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:44.549899] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BILI.txt
[2025-12-11T20:18:44.550062] [INFO ] [sig       ] [436/3605] Completed BILI in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:44.550102] [INFO ] [sig       ] [437/3605] Forecasting BILL...
[2025-12-11T20:18:44.550132] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-11T20:18:44.550162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-11T20:18:44.562252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-11T20:18:44.562616] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-11T20:18:44.563402] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-11T20:18:44.563454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:44.563485] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:44.563512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:44.563569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:44.621470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:44.622369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:44.622455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:44.622487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:44.747070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:44.747224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:44.747266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:44.747296] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:44.750854] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-11T20:18:44.751137] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-11T20:18:44.751268] [INFO ] [sig       ] BILL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:44.896799] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BILL.txt
[2025-12-11T20:18:44.896936] [INFO ] [sig       ] [437/3605] Completed BILL in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:44.896974] [INFO ] [sig       ] [438/3605] Forecasting BIO...
[2025-12-11T20:18:44.897004] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-11T20:18:44.897034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-11T20:18:44.908244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-11T20:18:44.908537] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-11T20:18:44.909348] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-11T20:18:44.909400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:44.909431] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:44.909457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:44.909511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:44.971554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:44.972237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:44.972315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:44.972348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:45.094705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:45.094865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:45.094905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:45.094931] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:45.098469] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=72.41%)
[2025-12-11T20:18:45.098775] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-11T20:18:45.098906] [INFO ] [sig       ] BIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:45.254305] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BIO.txt
[2025-12-11T20:18:45.254489] [INFO ] [sig       ] [438/3605] Completed BIO in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:45.254536] [INFO ] [sig       ] [439/3605] Forecasting BIOX...
[2025-12-11T20:18:45.254589] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-11T20:18:45.254673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-11T20:18:45.266365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-11T20:18:45.266795] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-11T20:18:45.267682] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-11T20:18:45.267736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:45.267776] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:45.267842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:45.267965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:45.333031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:45.333961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:45.334045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:45.334078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:45.450770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:45.450930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:45.450971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:45.450998] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:45.454414] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=75.91%)
[2025-12-11T20:18:45.454815] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-11T20:18:45.454969] [INFO ] [sig       ] BIOX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:45.602901] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BIOX.txt
[2025-12-11T20:18:45.603055] [INFO ] [sig       ] [439/3605] Completed BIOX in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:45.603093] [INFO ] [sig       ] [440/3605] Forecasting BIP...
[2025-12-11T20:18:45.603123] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-11T20:18:45.603152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-11T20:18:45.615054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-11T20:18:45.615442] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-11T20:18:45.616254] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-11T20:18:45.616305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:45.616337] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:45.616363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:45.616418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:45.680471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:45.681555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:45.681682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:45.681727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:45.808609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:45.808775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:45.808815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:45.808846] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:45.812365] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-11T20:18:45.812678] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-11T20:18:45.812816] [INFO ] [sig       ] BIP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:45.962456] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BIP.txt
[2025-12-11T20:18:45.962611] [INFO ] [sig       ] [440/3605] Completed BIP in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:45.962652] [INFO ] [sig       ] [441/3605] Forecasting BIPH...
[2025-12-11T20:18:45.962680] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-11T20:18:45.962710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-11T20:18:45.975141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-11T20:18:45.975561] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-11T20:18:45.976424] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-11T20:18:45.976489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:45.976521] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:45.976547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:45.976621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:46.035868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:46.036778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:46.036860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:46.036895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:46.143898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:46.144054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:46.144097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:46.144127] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:46.147519] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=41.04%)
[2025-12-11T20:18:46.147873] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-11T20:18:46.148025] [INFO ] [sig       ] BIPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:46.292187] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BIPH.txt
[2025-12-11T20:18:46.292360] [INFO ] [sig       ] [441/3605] Completed BIPH in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:46.292404] [INFO ] [sig       ] [442/3605] Forecasting BIPI...
[2025-12-11T20:18:46.292434] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-11T20:18:46.292465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-11T20:18:46.304052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-11T20:18:46.304365] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-11T20:18:46.305169] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-11T20:18:46.305220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:46.305252] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:46.305277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:46.305332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:46.363438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:46.364320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:46.364406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:46.364439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:46.474195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:46.474348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:46.474389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:46.474416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:46.477778] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-11T20:18:46.478056] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-11T20:18:46.478183] [INFO ] [sig       ] BIPI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:46.618720] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BIPI.txt
[2025-12-11T20:18:46.618887] [INFO ] [sig       ] [442/3605] Completed BIPI in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:46.618926] [INFO ] [sig       ] [443/3605] Forecasting BIRD...
[2025-12-11T20:18:46.618956] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-11T20:18:46.618986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-11T20:18:46.631181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-11T20:18:46.631519] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-11T20:18:46.632364] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-11T20:18:46.632416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:46.632446] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:46.632472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:46.632528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:46.689132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:46.689822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:46.689901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:46.689934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:46.814849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:46.815025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:46.815068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:46.815097] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:46.818764] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-12-11T20:18:46.819046] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-11T20:18:46.819184] [INFO ] [sig       ] BIRD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:46.960567] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BIRD.txt
[2025-12-11T20:18:46.960763] [INFO ] [sig       ] [443/3605] Completed BIRD in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:46.960804] [INFO ] [sig       ] [444/3605] Forecasting BIRK...
[2025-12-11T20:18:46.960832] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-11T20:18:46.960862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-11T20:18:46.972459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-11T20:18:46.972830] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-11T20:18:46.973623] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-11T20:18:46.973675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:46.973706] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:46.973732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:46.973787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:47.030863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:47.031712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:47.031794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:47.031827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:47.155997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:47.156144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:47.156186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:47.156215] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:47.159674] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-12-11T20:18:47.159964] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-11T20:18:47.160092] [INFO ] [sig       ] BIRK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:47.304724] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BIRK.txt
[2025-12-11T20:18:47.304889] [INFO ] [sig       ] [444/3605] Completed BIRK in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:47.304930] [INFO ] [sig       ] [445/3605] Forecasting BITF...
[2025-12-11T20:18:47.304960] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-11T20:18:47.304988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-11T20:18:47.316647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-11T20:18:47.316971] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-11T20:18:47.317757] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-11T20:18:47.317829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:47.317864] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:47.317890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:47.317945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:47.374406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:47.375086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:47.375164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:47.375195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:47.498171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:47.498329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:47.498370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:47.498397] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:47.501873] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=19.22%)
[2025-12-11T20:18:47.502160] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-11T20:18:47.502323] [INFO ] [sig       ] BITF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:47.643239] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BITF.txt
[2025-12-11T20:18:47.643374] [INFO ] [sig       ] [445/3605] Completed BITF in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-11T20:18:47.643412] [INFO ] [sig       ] [446/3605] Forecasting BIVI...
[2025-12-11T20:18:47.643442] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-11T20:18:47.643471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-11T20:18:47.655165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-11T20:18:47.655466] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-11T20:18:47.656256] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-11T20:18:47.656308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:47.656339] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:47.656365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:47.656420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:47.712724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:47.713437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:47.713515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:47.713547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:47.832383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:47.832540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:47.832600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:47.832630] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:47.835989] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-12-11T20:18:47.836296] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-11T20:18:47.836420] [INFO ] [sig       ] BIVI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:47.975275] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BIVI.txt
[2025-12-11T20:18:47.975432] [INFO ] [sig       ] [446/3605] Completed BIVI in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-11T20:18:47.975473] [INFO ] [sig       ] [447/3605] Forecasting BJ...
[2025-12-11T20:18:47.975504] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-11T20:18:47.975535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-11T20:18:47.987696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-11T20:18:47.988122] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-11T20:18:47.988937] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-11T20:18:47.988990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:47.989023] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:47.989048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:47.989105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:48.047413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:48.048316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:48.048401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:48.048436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:48.171374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:48.171528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:48.171586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:48.171619] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:48.175025] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=74.22%)
[2025-12-11T20:18:48.175297] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-11T20:18:48.175427] [INFO ] [sig       ] BJ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:48.319244] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BJ.txt
[2025-12-11T20:18:48.319401] [INFO ] [sig       ] [447/3605] Completed BJ in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-11T20:18:48.319440] [INFO ] [sig       ] [448/3605] Forecasting BJDX...
[2025-12-11T20:18:48.319469] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-11T20:18:48.319498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-11T20:18:48.331911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-11T20:18:48.332267] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-11T20:18:48.333052] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-11T20:18:48.333102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:48.333133] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:48.333160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:48.333227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:48.389617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:48.390302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:48.390379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:48.390411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:48.510985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:48.511134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:48.511192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:48.511222] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:48.514683] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=78.15%)
[2025-12-11T20:18:48.514960] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-11T20:18:48.515088] [INFO ] [sig       ] BJDX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:48.655286] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BJDX.txt
[2025-12-11T20:18:48.655433] [INFO ] [sig       ] [448/3605] Completed BJDX in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-11T20:18:48.655473] [INFO ] [sig       ] [449/3605] Forecasting BJRI...
[2025-12-11T20:18:48.655503] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-11T20:18:48.655533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-11T20:18:48.666398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-11T20:18:48.666703] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-11T20:18:48.667505] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-11T20:18:48.667556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:48.667609] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:48.667638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:48.667695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:48.725275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:48.726066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:48.726146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:48.726178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:48.853164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:48.853326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:48.853369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:48.853399] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:48.857271] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-12-11T20:18:48.857595] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-11T20:18:48.857736] [INFO ] [sig       ] BJRI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:49.007718] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BJRI.txt
[2025-12-11T20:18:49.007890] [INFO ] [sig       ] [449/3605] Completed BJRI in 0.4s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:49.007932] [INFO ] [sig       ] [450/3605] Forecasting BK...
[2025-12-11T20:18:49.007961] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-11T20:18:49.007991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-11T20:18:49.021084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-11T20:18:49.021459] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-11T20:18:49.022310] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-11T20:18:49.022363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:49.022395] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:49.022421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:49.022477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:49.079410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:49.080362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:49.080449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:49.080480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:49.201341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:49.201538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:49.201614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:49.201654] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:49.206354] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=62.66%)
[2025-12-11T20:18:49.206866] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-11T20:18:49.207069] [INFO ] [sig       ] BK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:49.347834] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BK.txt
[2025-12-11T20:18:49.347983] [INFO ] [sig       ] [450/3605] Completed BK in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:49.348022] [INFO ] [sig       ] [451/3605] Forecasting BKCH...
[2025-12-11T20:18:49.348051] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-11T20:18:49.348082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-11T20:18:49.359463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-11T20:18:49.359770] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-11T20:18:49.360551] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-11T20:18:49.360620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:49.360661] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:49.360686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:49.360744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:49.417536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:49.418187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:49.418264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:49.418295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:49.550586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:49.550739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:49.550782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:49.550811] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:49.554257] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-11T20:18:49.554536] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-11T20:18:49.554684] [INFO ] [sig       ] BKCH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:49.695918] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BKCH.txt
[2025-12-11T20:18:49.696047] [INFO ] [sig       ] [451/3605] Completed BKCH in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:49.696087] [INFO ] [sig       ] [452/3605] Forecasting BKD...
[2025-12-11T20:18:49.696116] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-11T20:18:49.696145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-11T20:18:49.707128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-11T20:18:49.707426] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-11T20:18:49.708262] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-11T20:18:49.708312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:49.708354] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:49.708380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:49.708435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:49.765697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:49.766549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:49.766675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:49.766709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:49.885169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:49.885348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:49.885389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:49.885417] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:49.888789] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-11T20:18:49.889058] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-11T20:18:49.889181] [INFO ] [sig       ] BKD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:50.028194] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BKD.txt
[2025-12-11T20:18:50.028351] [INFO ] [sig       ] [452/3605] Completed BKD in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:50.028392] [INFO ] [sig       ] [453/3605] Forecasting BKE...
[2025-12-11T20:18:50.028422] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-11T20:18:50.028451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-11T20:18:50.039900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-11T20:18:50.040270] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-11T20:18:50.041094] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-11T20:18:50.041148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:50.041179] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:50.041206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:50.041262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:50.100853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:50.101739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:50.101824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:50.101858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:50.223175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:50.223325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:50.223366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:50.223395] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:50.226901] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-11T20:18:50.227179] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-11T20:18:50.227306] [INFO ] [sig       ] BKE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:50.371293] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BKE.txt
[2025-12-11T20:18:50.371408] [INFO ] [sig       ] [453/3605] Completed BKE in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:50.371446] [INFO ] [sig       ] [454/3605] Forecasting BKH...
[2025-12-11T20:18:50.371475] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-11T20:18:50.371505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-11T20:18:50.382941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-11T20:18:50.383209] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-11T20:18:50.383989] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-11T20:18:50.384040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:50.384071] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:50.384097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:50.384153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:50.443616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:50.444283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:50.444361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:50.444392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:50.562849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:50.562984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:50.563023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:50.563051] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:50.566378] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-11T20:18:50.566671] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-11T20:18:50.566812] [INFO ] [sig       ] BKH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:50.705046] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BKH.txt
[2025-12-11T20:18:50.705160] [INFO ] [sig       ] [454/3605] Completed BKH in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:50.705200] [INFO ] [sig       ] [455/3605] Forecasting BKN...
[2025-12-11T20:18:50.705229] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-11T20:18:50.705257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-11T20:18:50.716690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-11T20:18:50.716956] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-11T20:18:50.717734] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-11T20:18:50.717784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:50.717837] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:50.717865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:50.717920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:50.774217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:50.774849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:50.774923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:50.774955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:50.887387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:50.887500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:50.887536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:50.887563] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:50.890791] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=62.44%)
[2025-12-11T20:18:50.891060] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-11T20:18:50.891185] [INFO ] [sig       ] BKN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:51.029050] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BKN.txt
[2025-12-11T20:18:51.029160] [INFO ] [sig       ] [455/3605] Completed BKN in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:51.029196] [INFO ] [sig       ] [456/3605] Forecasting BKNG...
[2025-12-11T20:18:51.029260] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-11T20:18:51.029291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-11T20:18:51.040319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-11T20:18:51.040613] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-11T20:18:51.041369] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-11T20:18:51.041419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:51.041450] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:51.041477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:51.041533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:51.098653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:51.099273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:51.099352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:51.099385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:51.218063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:51.218209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:51.218254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:51.218284] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:51.221708] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-11T20:18:51.221990] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-11T20:18:51.222119] [INFO ] [sig       ] BKNG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:51.365425] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BKNG.txt
[2025-12-11T20:18:51.365553] [INFO ] [sig       ] [456/3605] Completed BKNG in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:51.365608] [INFO ] [sig       ] [457/3605] Forecasting BKSY...
[2025-12-11T20:18:51.365638] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-11T20:18:51.365667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-11T20:18:51.377090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-11T20:18:51.377353] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-11T20:18:51.378168] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-11T20:18:51.378219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:51.378250] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:51.378276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:51.378330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:51.435082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:51.435706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:51.435781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:51.435812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:51.555245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:51.555391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:51.555438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:51.555473] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:51.559248] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=42.77%)
[2025-12-11T20:18:51.559524] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-11T20:18:51.559674] [INFO ] [sig       ] BKSY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:51.697179] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BKSY.txt
[2025-12-11T20:18:51.697293] [INFO ] [sig       ] [457/3605] Completed BKSY in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:51.697331] [INFO ] [sig       ] [458/3605] Forecasting BL...
[2025-12-11T20:18:51.697361] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-11T20:18:51.697390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-11T20:18:51.708256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-11T20:18:51.708529] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-11T20:18:51.709317] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-11T20:18:51.709370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:51.709402] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:51.709430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:51.709488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:51.766449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:51.767074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:51.767152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:51.767183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:51.891320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:51.891492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:51.891537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:51.891566] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:51.894952] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=22.16%)
[2025-12-11T20:18:51.895218] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-11T20:18:51.895339] [INFO ] [sig       ] BL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:52.034413] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BL.txt
[2025-12-11T20:18:52.034540] [INFO ] [sig       ] [458/3605] Completed BL in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:52.034594] [INFO ] [sig       ] [459/3605] Forecasting BLBD...
[2025-12-11T20:18:52.034626] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-11T20:18:52.034655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-11T20:18:52.045776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-11T20:18:52.046078] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-11T20:18:52.046852] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-11T20:18:52.046902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:52.046933] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:52.046959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:52.047041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:52.103727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:52.104381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:52.104462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:52.104495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:52.225047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:52.225177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:52.225216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:52.225259] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:52.228537] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-11T20:18:52.228831] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-11T20:18:52.228958] [INFO ] [sig       ] BLBD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:52.366161] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BLBD.txt
[2025-12-11T20:18:52.366278] [INFO ] [sig       ] [459/3605] Completed BLBD in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:52.366314] [INFO ] [sig       ] [460/3605] Forecasting BLCN...
[2025-12-11T20:18:52.366343] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-11T20:18:52.366373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-11T20:18:52.379180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-11T20:18:52.379487] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-11T20:18:52.380260] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-11T20:18:52.380311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:52.380342] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:52.380368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:52.380423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:52.437392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:52.438191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:52.438270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:52.438302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:52.547616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:52.547766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:52.550903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:52.550972] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:52.554517] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-12-11T20:18:52.554830] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-11T20:18:52.554972] [INFO ] [sig       ] BLCN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:52.697336] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BLCN.txt
[2025-12-11T20:18:52.697487] [INFO ] [sig       ] [460/3605] Completed BLCN in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:52.697526] [INFO ] [sig       ] [461/3605] Forecasting BLCO...
[2025-12-11T20:18:52.697557] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-11T20:18:52.697606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-11T20:18:52.709117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-11T20:18:52.709482] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-11T20:18:52.710331] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-11T20:18:52.710386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:52.710419] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:52.710446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:52.710503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:52.769063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:52.769968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:52.770056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:52.770107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:52.893847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:52.894000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:52.894040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:52.894069] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:52.897377] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-12-11T20:18:52.897672] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-11T20:18:52.897798] [INFO ] [sig       ] BLCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:53.039547] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BLCO.txt
[2025-12-11T20:18:53.039744] [INFO ] [sig       ] [461/3605] Completed BLCO in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-11T20:18:53.039783] [INFO ] [sig       ] [462/3605] Forecasting BLD...
[2025-12-11T20:18:53.039812] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-11T20:18:53.039843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-11T20:18:53.051318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-11T20:18:53.051627] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-11T20:18:53.052424] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-11T20:18:53.052476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:53.052506] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:53.052532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:53.052608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:53.111845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:53.112666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:53.112747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:53.112780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:53.235251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:53.235406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:53.235447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:53.235476] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:53.238880] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-11T20:18:53.239220] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-11T20:18:53.239353] [INFO ] [sig       ] BLD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:53.381123] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BLD.txt
[2025-12-11T20:18:53.381261] [INFO ] [sig       ] [462/3605] Completed BLD in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-11T20:18:53.381309] [INFO ] [sig       ] [463/3605] Forecasting BLDP...
[2025-12-11T20:18:53.381340] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-11T20:18:53.381370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-11T20:18:53.393794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-11T20:18:53.394084] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-11T20:18:53.394888] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-11T20:18:53.394939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:53.394970] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:53.394997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:53.395075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:53.452042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:53.452720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:53.452798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:53.452832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:53.573291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:53.573450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:53.573491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:53.573519] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:53.576909] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2025-12-11T20:18:53.577188] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-11T20:18:53.577317] [INFO ] [sig       ] BLDP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:53.715826] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BLDP.txt
[2025-12-11T20:18:53.715974] [INFO ] [sig       ] [463/3605] Completed BLDP in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-11T20:18:53.716013] [INFO ] [sig       ] [464/3605] Forecasting BLE...
[2025-12-11T20:18:53.716042] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-11T20:18:53.716072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-11T20:18:53.727358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-11T20:18:53.727784] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-11T20:18:53.728685] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-11T20:18:53.728738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:53.728770] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:53.728795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:53.728851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:53.785842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:53.786690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:53.786783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:53.786819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:53.904129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:53.904278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:53.904317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:53.904344] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:53.907738] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-12-11T20:18:53.908093] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-11T20:18:53.908221] [INFO ] [sig       ] BLE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:54.045609] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BLE.txt
[2025-12-11T20:18:54.045728] [INFO ] [sig       ] [464/3605] Completed BLE in 0.3s | 2.94 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-11T20:18:54.045766] [INFO ] [sig       ] [465/3605] Forecasting BLFS...
[2025-12-11T20:18:54.045795] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-11T20:18:54.045826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-11T20:18:54.061649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-11T20:18:54.062064] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-11T20:18:54.062977] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-11T20:18:54.063044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:54.063077] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:54.063103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:54.063158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:54.121257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:54.122211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:54.122298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:54.122331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:54.241706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:54.241862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:54.241902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:54.241928] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:54.245254] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=50.00%)
[2025-12-11T20:18:54.245521] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-11T20:18:54.245664] [INFO ] [sig       ] BLFS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:54.383673] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BLFS.txt
[2025-12-11T20:18:54.383812] [INFO ] [sig       ] [465/3605] Completed BLFS in 0.3s | 2.94 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-11T20:18:54.383849] [INFO ] [sig       ] [466/3605] Forecasting BLFY...
[2025-12-11T20:18:54.383881] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-11T20:18:54.383910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-11T20:18:54.397010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-11T20:18:54.397363] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-11T20:18:54.398202] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-11T20:18:54.398255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:54.398286] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:54.398313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:54.398368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:54.455558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:54.456265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:54.456344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:54.456375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:54.580522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:54.580698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:54.580747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:54.580780] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:54.584891] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-12-11T20:18:54.585204] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-11T20:18:54.585346] [INFO ] [sig       ] BLFY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:54.744852] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BLFY.txt
[2025-12-11T20:18:54.744997] [INFO ] [sig       ] [466/3605] Completed BLFY in 0.4s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-11T20:18:54.745051] [INFO ] [sig       ] [467/3605] Forecasting BLK...
[2025-12-11T20:18:54.745095] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-11T20:18:54.745138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-11T20:18:54.757857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-11T20:18:54.758220] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-11T20:18:54.759185] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-11T20:18:54.759249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:54.759294] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:54.759328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:54.759392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:54.826513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:54.827524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:54.827639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:54.827682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:54.972634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:54.972784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:54.972827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:54.972857] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:54.976322] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-12-11T20:18:54.976664] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-11T20:18:54.976802] [INFO ] [sig       ] BLK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:55.117784] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BLK.txt
[2025-12-11T20:18:55.117955] [INFO ] [sig       ] [467/3605] Completed BLK in 0.4s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:55.118007] [INFO ] [sig       ] [468/3605] Forecasting BLKB...
[2025-12-11T20:18:55.118038] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-11T20:18:55.118069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-11T20:18:55.129028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-11T20:18:55.129336] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-11T20:18:55.130131] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-11T20:18:55.130181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:55.130213] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:55.130238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:55.130293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:55.187568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:55.188467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:55.188560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:55.188614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:55.304406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:55.304552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:55.304609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:55.304637] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:55.307994] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-11T20:18:55.308269] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-11T20:18:55.308404] [INFO ] [sig       ] BLKB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:55.445757] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BLKB.txt
[2025-12-11T20:18:55.445902] [INFO ] [sig       ] [468/3605] Completed BLKB in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:55.445943] [INFO ] [sig       ] [469/3605] Forecasting BLMN...
[2025-12-11T20:18:55.445973] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-11T20:18:55.446002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-11T20:18:55.456870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-11T20:18:55.457154] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-11T20:18:55.457974] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-11T20:18:55.458025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:55.458056] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:55.458081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:55.458137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:55.515179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:55.516027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:55.516111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:55.516151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:55.637093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:55.637238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:55.637277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:55.637306] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:55.640689] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-11T20:18:55.640968] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-11T20:18:55.641092] [INFO ] [sig       ] BLMN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:55.783461] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BLMN.txt
[2025-12-11T20:18:55.783623] [INFO ] [sig       ] [469/3605] Completed BLMN in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:55.783667] [INFO ] [sig       ] [470/3605] Forecasting BLND...
[2025-12-11T20:18:55.783710] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-11T20:18:55.783748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-11T20:18:55.795407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-11T20:18:55.795759] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-11T20:18:55.796549] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-11T20:18:55.796616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:55.796649] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:55.796674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:55.796730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:55.855808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:55.856483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:55.856566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:55.856621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:55.977196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:55.977351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:55.977389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:55.977416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:55.980966] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=76.10%)
[2025-12-11T20:18:55.981315] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-11T20:18:55.981457] [INFO ] [sig       ] BLND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:56.123361] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BLND.txt
[2025-12-11T20:18:56.123497] [INFO ] [sig       ] [470/3605] Completed BLND in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:56.123535] [INFO ] [sig       ] [471/3605] Forecasting BLRX...
[2025-12-11T20:18:56.123565] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-11T20:18:56.123614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-11T20:18:56.136794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-11T20:18:56.137150] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-11T20:18:56.138156] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-11T20:18:56.138211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:56.138242] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:56.138268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:56.138326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:56.199199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:56.200314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:56.200441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:56.200482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:56.331141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:56.331293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:56.331334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:56.331361] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:56.334784] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2025-12-11T20:18:56.335086] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-11T20:18:56.335222] [INFO ] [sig       ] BLRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:56.474757] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BLRX.txt
[2025-12-11T20:18:56.474913] [INFO ] [sig       ] [471/3605] Completed BLRX in 0.4s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:56.474953] [INFO ] [sig       ] [472/3605] Forecasting BLTE...
[2025-12-11T20:18:56.474981] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-11T20:18:56.475010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-11T20:18:56.486797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-11T20:18:56.487157] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-11T20:18:56.488008] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-11T20:18:56.488061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:56.488093] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:56.488119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:56.488178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:56.546761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:56.547609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:56.547692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:56.547726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:56.664871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:56.665035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:56.665076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:56.665104] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:56.668605] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-11T20:18:56.668888] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-11T20:18:56.669047] [INFO ] [sig       ] BLTE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:56.808148] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BLTE.txt
[2025-12-11T20:18:56.808285] [INFO ] [sig       ] [472/3605] Completed BLTE in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:56.808351] [INFO ] [sig       ] [473/3605] Forecasting BLX...
[2025-12-11T20:18:56.808382] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-11T20:18:56.808414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-11T20:18:56.819423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-11T20:18:56.819733] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-11T20:18:56.820499] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-11T20:18:56.820550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:56.820603] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:56.820631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:56.820687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:56.878353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:56.879092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:56.879174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:56.879208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:56.998682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:56.998826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:56.998865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:56.998893] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:57.002280] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-11T20:18:57.002548] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-11T20:18:57.002692] [INFO ] [sig       ] BLX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:57.148950] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BLX.txt
[2025-12-11T20:18:57.149093] [INFO ] [sig       ] [473/3605] Completed BLX in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:57.149135] [INFO ] [sig       ] [474/3605] Forecasting BLZE...
[2025-12-11T20:18:57.149168] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-11T20:18:57.149199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-11T20:18:57.160703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-11T20:18:57.161035] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-11T20:18:57.161896] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-11T20:18:57.161962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:57.161999] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:57.162032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:57.162100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:57.224246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:57.225071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:57.225153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:57.225186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:57.350099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:57.350245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:57.350285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:57.350313] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:57.353806] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-12-11T20:18:57.354081] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-11T20:18:57.354209] [INFO ] [sig       ] BLZE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:57.495481] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BLZE.txt
[2025-12-11T20:18:57.495650] [INFO ] [sig       ] [474/3605] Completed BLZE in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:57.495694] [INFO ] [sig       ] [475/3605] Forecasting BMA...
[2025-12-11T20:18:57.495722] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-11T20:18:57.495751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-11T20:18:57.507797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-11T20:18:57.508234] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-11T20:18:57.509062] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-11T20:18:57.509120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:57.509152] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:57.509178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:57.509234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:57.573545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:57.574376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:57.574458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:57.574492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:57.696685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:57.696834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:57.696874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:57.696901] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:57.700407] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-11T20:18:57.700711] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-11T20:18:57.700845] [INFO ] [sig       ] BMA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:57.842436] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BMA.txt
[2025-12-11T20:18:57.842603] [INFO ] [sig       ] [475/3605] Completed BMA in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:57.842647] [INFO ] [sig       ] [476/3605] Forecasting BMBL...
[2025-12-11T20:18:57.842675] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-11T20:18:57.842706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-11T20:18:57.853688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-11T20:18:57.853981] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-11T20:18:57.854760] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-11T20:18:57.854810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:57.854852] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:57.854903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:57.854964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:57.914796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:57.915590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:57.915673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:57.915708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:58.040936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:58.041091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:58.041131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:58.041160] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:58.044618] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-12-11T20:18:58.044894] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-11T20:18:58.045026] [INFO ] [sig       ] BMBL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:58.183339] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BMBL.txt
[2025-12-11T20:18:58.183467] [INFO ] [sig       ] [476/3605] Completed BMBL in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:58.183506] [INFO ] [sig       ] [477/3605] Forecasting BME...
[2025-12-11T20:18:58.183536] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-11T20:18:58.183565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-11T20:18:58.194372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-11T20:18:58.194686] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-11T20:18:58.195452] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-11T20:18:58.195503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:58.195533] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:58.195560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:58.195634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:58.252731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:58.253400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:58.253477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:58.253508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:58.371240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:58.371390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:58.371430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:58.371458] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:58.374853] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-11T20:18:58.375154] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-11T20:18:58.375290] [INFO ] [sig       ] BME: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:58.518495] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BME.txt
[2025-12-11T20:18:58.518662] [INFO ] [sig       ] [477/3605] Completed BME in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:58.518706] [INFO ] [sig       ] [478/3605] Forecasting BMEZ...
[2025-12-11T20:18:58.518737] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-11T20:18:58.518767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-11T20:18:58.530436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-11T20:18:58.530784] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-11T20:18:58.531606] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-11T20:18:58.531659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:58.531691] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:58.531718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:58.531775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:58.588122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:58.588849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:58.588930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:58.588964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:58.708450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:58.708582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:58.708624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:58.708652] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:58.711986] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-11T20:18:58.712255] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-11T20:18:58.712381] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:18:58.859180] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BMEZ.txt
[2025-12-11T20:18:58.859365] [INFO ] [sig       ] [478/3605] Completed BMEZ in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:58.859408] [INFO ] [sig       ] [479/3605] Forecasting BMI...
[2025-12-11T20:18:58.859437] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-11T20:18:58.859466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-11T20:18:58.874290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-11T20:18:58.874942] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-11T20:18:58.875965] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-11T20:18:58.876023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:58.876059] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:58.876087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:58.876147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:58.936510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:58.937838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:58.937944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:58.937980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:59.063371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:59.063532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:59.063592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:59.063624] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:59.067240] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2025-12-11T20:18:59.067527] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-11T20:18:59.067680] [INFO ] [sig       ] BMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:59.210396] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BMI.txt
[2025-12-11T20:18:59.210564] [INFO ] [sig       ] [479/3605] Completed BMI in 0.4s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:59.210653] [INFO ] [sig       ] [480/3605] Forecasting BMO...
[2025-12-11T20:18:59.210684] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-11T20:18:59.210713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-11T20:18:59.223097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-11T20:18:59.223471] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-11T20:18:59.224314] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-11T20:18:59.224369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:59.224401] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:59.224428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:59.224484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:59.284281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:59.285255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:59.285347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:59.285382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:59.418766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:59.418929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:59.418971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:59.419000] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:59.422491] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-11T20:18:59.422790] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-11T20:18:59.422921] [INFO ] [sig       ] BMO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:59.566788] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BMO.txt
[2025-12-11T20:18:59.566925] [INFO ] [sig       ] [480/3605] Completed BMO in 0.4s | 2.93 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-11T20:18:59.566964] [INFO ] [sig       ] [481/3605] Forecasting BMRA...
[2025-12-11T20:18:59.566992] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-11T20:18:59.567021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-11T20:18:59.578365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-11T20:18:59.578733] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-11T20:18:59.579541] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-11T20:18:59.579617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:59.579649] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:59.579675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:59.579730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:59.635757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:59.636485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:59.636565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:59.636615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:18:59.750020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:18:59.750179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:18:59.750219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:18:59.750248] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:18:59.753593] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-12-11T20:18:59.753862] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-11T20:18:59.753990] [INFO ] [sig       ] BMRA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:18:59.895533] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BMRA.txt
[2025-12-11T20:18:59.895698] [INFO ] [sig       ] [481/3605] Completed BMRA in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-11T20:18:59.895738] [INFO ] [sig       ] [482/3605] Forecasting BMRC...
[2025-12-11T20:18:59.895767] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-11T20:18:59.895796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-11T20:18:59.907649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-11T20:18:59.908037] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-11T20:18:59.908911] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-11T20:18:59.908965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:18:59.908996] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:18:59.909023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:18:59.909078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:18:59.969802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:18:59.970731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:18:59.970825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:18:59.970868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:00.094340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:00.094499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:00.094538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:00.094566] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:00.097955] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-12-11T20:19:00.098233] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-11T20:19:00.098361] [INFO ] [sig       ] BMRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:00.236249] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BMRC.txt
[2025-12-11T20:19:00.236399] [INFO ] [sig       ] [482/3605] Completed BMRC in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-11T20:19:00.236439] [INFO ] [sig       ] [483/3605] Forecasting BMRN...
[2025-12-11T20:19:00.236468] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-11T20:19:00.236498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-11T20:19:00.248391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-11T20:19:00.248711] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-11T20:19:00.249486] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-11T20:19:00.249537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:00.249569] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:00.249617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:00.249674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:00.305289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:00.305986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:00.306065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:00.306097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:00.418916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:00.419071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:00.419109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:00.419152] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:00.422532] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-11T20:19:00.422826] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-11T20:19:00.422952] [INFO ] [sig       ] BMRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:00.579452] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BMRN.txt
[2025-12-11T20:19:00.579653] [INFO ] [sig       ] [483/3605] Completed BMRN in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-11T20:19:00.579699] [INFO ] [sig       ] [484/3605] Forecasting BMY...
[2025-12-11T20:19:00.579732] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-11T20:19:00.579764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-11T20:19:00.592975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-11T20:19:00.593311] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-11T20:19:00.594127] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-11T20:19:00.594180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:00.594212] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:00.594238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:00.594294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:00.652031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:00.652746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:00.652827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:00.652860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:00.771493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:00.771638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:00.771679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:00.771706] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:00.775054] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-11T20:19:00.775320] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-11T20:19:00.775445] [INFO ] [sig       ] BMY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:00.912810] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BMY.txt
[2025-12-11T20:19:00.912966] [INFO ] [sig       ] [484/3605] Completed BMY in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-11T20:19:00.913007] [INFO ] [sig       ] [485/3605] Forecasting BN...
[2025-12-11T20:19:00.913036] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-11T20:19:00.913065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-11T20:19:00.924312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-11T20:19:00.924659] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-11T20:19:00.925450] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-11T20:19:00.925505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:00.925541] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:00.925588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:00.925648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:00.984326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:00.985270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:00.985373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:00.985446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:01.106295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:01.106433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:01.106473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:01.106500] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:01.109804] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-11T20:19:01.110091] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-11T20:19:01.110220] [INFO ] [sig       ] BN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:01.247705] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BN.txt
[2025-12-11T20:19:01.247891] [INFO ] [sig       ] [485/3605] Completed BN in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:01.247950] [INFO ] [sig       ] [486/3605] Forecasting BND...
[2025-12-11T20:19:01.247985] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-11T20:19:01.248014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-11T20:19:01.260482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-11T20:19:01.260900] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-11T20:19:01.261828] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-11T20:19:01.261894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:01.261933] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:01.261961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:01.262023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:01.322116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:01.322872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:01.322954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:01.323019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:01.453957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:01.454117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:01.454158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:01.454187] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:01.457704] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-11T20:19:01.458028] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-11T20:19:01.458164] [INFO ] [sig       ] BND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:01.600200] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BND.txt
[2025-12-11T20:19:01.600342] [INFO ] [sig       ] [486/3605] Completed BND in 0.4s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:01.600383] [INFO ] [sig       ] [487/3605] Forecasting BNDX...
[2025-12-11T20:19:01.600412] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-11T20:19:01.600442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-11T20:19:01.612142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-11T20:19:01.612481] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-11T20:19:01.613390] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-11T20:19:01.613453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:01.613492] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:01.613525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:01.613621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:01.672062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:01.672855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:01.672939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:01.672972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:01.797540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:01.797731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:01.797777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:01.797826] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:01.801552] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-12-11T20:19:01.801902] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-11T20:19:01.802087] [INFO ] [sig       ] BNDX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:01.951158] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BNDX.txt
[2025-12-11T20:19:01.951310] [INFO ] [sig       ] [487/3605] Completed BNDX in 0.4s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:01.951351] [INFO ] [sig       ] [488/3605] Forecasting BNED...
[2025-12-11T20:19:01.951383] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-11T20:19:01.951423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-11T20:19:01.963902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-11T20:19:01.964218] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-11T20:19:01.965075] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-11T20:19:01.965140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:01.965175] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:01.965201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:01.965256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:02.025997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:02.026905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:02.027000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:02.027043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:02.150773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:02.150929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:02.150970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:02.150998] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:02.154561] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-11T20:19:02.154900] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-11T20:19:02.155075] [INFO ] [sig       ] BNED: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:02.308147] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BNED.txt
[2025-12-11T20:19:02.308320] [INFO ] [sig       ] [488/3605] Completed BNED in 0.4s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:02.308360] [INFO ] [sig       ] [489/3605] Forecasting BNGO...
[2025-12-11T20:19:02.308392] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-11T20:19:02.308422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-11T20:19:02.320802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-11T20:19:02.321237] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-11T20:19:02.322124] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-11T20:19:02.322176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:02.322208] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:02.322235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:02.322290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:02.384196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:02.385141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:02.385230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:02.385262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:02.508966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:02.509127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:02.509166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:02.509195] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:02.512614] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-12-11T20:19:02.512894] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-11T20:19:02.513023] [INFO ] [sig       ] BNGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:02.653715] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BNGO.txt
[2025-12-11T20:19:02.653918] [INFO ] [sig       ] [489/3605] Completed BNGO in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:02.653966] [INFO ] [sig       ] [490/3605] Forecasting BNH...
[2025-12-11T20:19:02.653996] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-11T20:19:02.654025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-11T20:19:02.665955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-11T20:19:02.666291] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-11T20:19:02.667107] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-11T20:19:02.667159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:02.667192] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:02.667219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:02.667276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:02.728099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:02.729025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:02.729108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:02.729141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:02.848187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:02.848346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:02.848386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:02.848414] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:02.852098] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-11T20:19:02.852598] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-11T20:19:02.852762] [INFO ] [sig       ] BNH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:02.999564] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BNH.txt
[2025-12-11T20:19:02.999781] [INFO ] [sig       ] [490/3605] Completed BNH in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:02.999847] [INFO ] [sig       ] [491/3605] Forecasting BNJ...
[2025-12-11T20:19:02.999894] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-11T20:19:02.999941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-11T20:19:03.012415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-11T20:19:03.012809] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-11T20:19:03.013661] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-11T20:19:03.013725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:03.013771] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:03.013803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:03.013863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:03.074332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:03.075271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:03.075370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:03.075407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:03.183914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:03.184065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:03.184105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:03.184133] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:03.187509] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-11T20:19:03.187803] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-11T20:19:03.187942] [INFO ] [sig       ] BNJ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:03.326186] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BNJ.txt
[2025-12-11T20:19:03.326330] [INFO ] [sig       ] [491/3605] Completed BNJ in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:03.326369] [INFO ] [sig       ] [492/3605] Forecasting BNL...
[2025-12-11T20:19:03.326397] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-11T20:19:03.326425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-11T20:19:03.338506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-11T20:19:03.338813] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-11T20:19:03.339631] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-11T20:19:03.339682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:03.339714] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:03.339739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:03.339793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:03.396719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:03.397634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:03.397719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:03.397751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:03.519313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:03.519467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:03.519505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:03.519534] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:03.522913] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-11T20:19:03.523215] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-11T20:19:03.523344] [INFO ] [sig       ] BNL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:03.661729] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BNL.txt
[2025-12-11T20:19:03.661908] [INFO ] [sig       ] [492/3605] Completed BNL in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:03.661951] [INFO ] [sig       ] [493/3605] Forecasting BNRG...
[2025-12-11T20:19:03.661980] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-12-11T20:19:03.662009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-12-11T20:19:03.673475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-12-11T20:19:03.673800] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-12-11T20:19:03.674616] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-12-11T20:19:03.674666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:03.674723] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:03.674750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:03.674805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:03.730984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:03.731896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:03.731979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:03.732010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:03.855606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:03.855760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:03.855799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:03.855825] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:03.859392] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-11T20:19:03.859681] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-12-11T20:19:03.859808] [INFO ] [sig       ] BNRG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:03.998422] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BNRG.txt
[2025-12-11T20:19:03.998560] [INFO ] [sig       ] [493/3605] Completed BNRG in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:03.998617] [INFO ] [sig       ] [494/3605] Forecasting BNS...
[2025-12-11T20:19:03.998648] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-11T20:19:03.998678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-11T20:19:04.010068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-11T20:19:04.010367] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-11T20:19:04.011147] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-11T20:19:04.011198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:04.011230] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:04.011256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:04.011311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:04.069108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:04.069848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:04.069926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:04.069958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:04.191894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:04.192053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:04.192092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:04.192120] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:04.195722] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-11T20:19:04.196015] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-11T20:19:04.196149] [INFO ] [sig       ] BNS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:04.333507] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BNS.txt
[2025-12-11T20:19:04.333653] [INFO ] [sig       ] [494/3605] Completed BNS in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:04.333695] [INFO ] [sig       ] [495/3605] Forecasting BNTC...
[2025-12-11T20:19:04.333723] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-11T20:19:04.333752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-11T20:19:04.344987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-11T20:19:04.345283] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-11T20:19:04.346072] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-11T20:19:04.346124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:04.346155] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:04.346181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:04.346237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:04.402687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:04.403333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:04.403409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:04.403441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:04.523775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:04.523927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:04.523967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:04.523994] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:04.527368] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-12-11T20:19:04.527655] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-11T20:19:04.527779] [INFO ] [sig       ] BNTC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:04.665402] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BNTC.txt
[2025-12-11T20:19:04.665520] [INFO ] [sig       ] [495/3605] Completed BNTC in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:04.665559] [INFO ] [sig       ] [496/3605] Forecasting BNTX...
[2025-12-11T20:19:04.665604] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-11T20:19:04.665635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-11T20:19:04.677116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-11T20:19:04.677389] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-11T20:19:04.678177] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-11T20:19:04.678227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:04.678258] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:04.678284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:04.678339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:04.735002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:04.735651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:04.735730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:04.735760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:04.852112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:04.852265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:04.852304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:04.852359] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:04.855685] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=11.77%)
[2025-12-11T20:19:04.855951] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-11T20:19:04.856073] [INFO ] [sig       ] BNTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:04.996122] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BNTX.txt
[2025-12-11T20:19:04.996241] [INFO ] [sig       ] [496/3605] Completed BNTX in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:04.996278] [INFO ] [sig       ] [497/3605] Forecasting BNY...
[2025-12-11T20:19:04.996307] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-11T20:19:04.996336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-11T20:19:05.008002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-11T20:19:05.008320] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-11T20:19:05.009137] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-11T20:19:05.009188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:05.009219] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:05.009245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:05.009301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:05.065744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:05.066385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:05.066463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:05.066495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:05.180820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:05.180957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:05.180995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:05.181023] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:05.184298] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-11T20:19:05.184563] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-11T20:19:05.184707] [INFO ] [sig       ] BNY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:05.320942] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BNY.txt
[2025-12-11T20:19:05.321063] [INFO ] [sig       ] [497/3605] Completed BNY in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-11T20:19:05.321102] [INFO ] [sig       ] [498/3605] Forecasting BNZI...
[2025-12-11T20:19:05.321131] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-11T20:19:05.321159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-11T20:19:05.333614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-11T20:19:05.333989] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-11T20:19:05.334840] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-11T20:19:05.334894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:05.334926] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:05.334952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:05.335009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:05.395592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:05.396431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:05.396512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:05.396545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:05.517712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:05.517901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:05.517945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:05.517974] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:05.521850] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-11T20:19:05.522173] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-11T20:19:05.522314] [INFO ] [sig       ] BNZI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:05.671188] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BNZI.txt
[2025-12-11T20:19:05.671370] [INFO ] [sig       ] [498/3605] Completed BNZI in 0.4s | 2.93 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-11T20:19:05.671423] [INFO ] [sig       ] [499/3605] Forecasting BOC...
[2025-12-11T20:19:05.671453] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-11T20:19:05.671484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-11T20:19:05.684196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-11T20:19:05.684537] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-11T20:19:05.685343] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-11T20:19:05.685394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:05.685425] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:05.685451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:05.685507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:05.741754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:05.742463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:05.742540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:05.742587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:05.863273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:05.863419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:05.863457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:05.863483] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:05.866813] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=0.07%)
[2025-12-11T20:19:05.867080] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-11T20:19:05.867208] [INFO ] [sig       ] BOC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:06.003797] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BOC.txt
[2025-12-11T20:19:06.003927] [INFO ] [sig       ] [499/3605] Completed BOC in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-11T20:19:06.003965] [INFO ] [sig       ] [500/3605] Forecasting BOE...
[2025-12-11T20:19:06.003993] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-11T20:19:06.004022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-11T20:19:06.015290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-11T20:19:06.015604] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-11T20:19:06.016368] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-11T20:19:06.016419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:06.016461] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:06.016488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:06.016544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:06.072593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:06.073248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:06.073326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:06.073357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:06.191022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:06.191175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:06.191214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:06.191240] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:06.194651] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-11T20:19:06.194926] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-11T20:19:06.195052] [INFO ] [sig       ] BOE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:06.331522] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BOE.txt
[2025-12-11T20:19:06.331665] [INFO ] [sig       ] [500/3605] Completed BOE in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-11T20:19:06.331705] [INFO ] [sig       ] [501/3605] Forecasting BOF...
[2025-12-11T20:19:06.331733] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-11T20:19:06.331761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-11T20:19:06.342866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-11T20:19:06.343155] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-11T20:19:06.343941] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-11T20:19:06.343992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:06.344023] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:06.344049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:06.344104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:06.400060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:06.400738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:06.400816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:06.400849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:06.523237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:06.523386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:06.523426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:06.523453] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:06.526821] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-11T20:19:06.527092] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-11T20:19:06.527222] [INFO ] [sig       ] BOF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:06.664756] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BOF.txt
[2025-12-11T20:19:06.664896] [INFO ] [sig       ] [501/3605] Completed BOF in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-11T20:19:06.664936] [INFO ] [sig       ] [502/3605] Forecasting BOH...
[2025-12-11T20:19:06.664964] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-11T20:19:06.664993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-11T20:19:06.676534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-11T20:19:06.676894] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-11T20:19:06.677706] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-11T20:19:06.677757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:06.677788] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:06.677828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:06.677885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:06.733493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:06.734177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:06.734255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:06.734287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:06.851138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:06.851294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:06.851335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:06.851361] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:06.854658] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-11T20:19:06.854929] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-11T20:19:06.855057] [INFO ] [sig       ] BOH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:06.990119] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BOH.txt
[2025-12-11T20:19:06.990252] [INFO ] [sig       ] [502/3605] Completed BOH in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:06.990292] [INFO ] [sig       ] [503/3605] Forecasting BOKF...
[2025-12-11T20:19:06.990319] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-11T20:19:06.990347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-11T20:19:07.002429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-11T20:19:07.002769] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-11T20:19:07.003600] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-11T20:19:07.003657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:07.003688] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:07.003716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:07.003774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:07.066662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:07.067415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:07.067525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:07.067559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:07.197697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:07.197896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:07.197942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:07.197970] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:07.201497] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-11T20:19:07.201799] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-11T20:19:07.201937] [INFO ] [sig       ] BOKF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:07.348418] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BOKF.txt
[2025-12-11T20:19:07.348557] [INFO ] [sig       ] [503/3605] Completed BOKF in 0.4s | 2.93 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:07.348619] [INFO ] [sig       ] [504/3605] Forecasting BOLD...
[2025-12-11T20:19:07.348657] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-11T20:19:07.348700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-11T20:19:07.360953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-11T20:19:07.361297] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-11T20:19:07.362140] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-11T20:19:07.362203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:07.362251] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:07.362289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:07.362350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:07.421941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:07.422773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:07.422857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:07.422889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:07.545210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:07.545361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:07.545401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:07.545429] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:07.548881] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=12.70%)
[2025-12-11T20:19:07.549160] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-11T20:19:07.549293] [INFO ] [sig       ] BOLD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:07.695056] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BOLD.txt
[2025-12-11T20:19:07.695192] [INFO ] [sig       ] [504/3605] Completed BOLD in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:07.695236] [INFO ] [sig       ] [505/3605] Forecasting BOND...
[2025-12-11T20:19:07.695267] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-11T20:19:07.695298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-11T20:19:07.706692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-11T20:19:07.707020] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-11T20:19:07.707859] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-11T20:19:07.707912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:07.707945] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:07.707972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:07.708029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:07.768599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:07.769356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:07.769439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:07.769472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:07.897730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:07.897911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:07.897955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:07.897984] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:07.901396] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-11T20:19:07.901708] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-11T20:19:07.901843] [INFO ] [sig       ] BOND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:08.051131] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BOND.txt
[2025-12-11T20:19:08.051269] [INFO ] [sig       ] [505/3605] Completed BOND in 0.4s | 2.93 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:08.051307] [INFO ] [sig       ] [506/3605] Forecasting BOOM...
[2025-12-11T20:19:08.051336] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-11T20:19:08.051365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-11T20:19:08.062518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-11T20:19:08.062860] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-11T20:19:08.063648] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-11T20:19:08.063699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:08.063731] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:08.063757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:08.063813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:08.119629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:08.120378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:08.120459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:08.120491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:08.234631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:08.234794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:08.234833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:08.234860] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:08.238233] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-11T20:19:08.238521] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-11T20:19:08.238666] [INFO ] [sig       ] BOOM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:08.375468] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BOOM.txt
[2025-12-11T20:19:08.375653] [INFO ] [sig       ] [506/3605] Completed BOOM in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:08.375695] [INFO ] [sig       ] [507/3605] Forecasting BOTZ...
[2025-12-11T20:19:08.375723] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-11T20:19:08.375752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-11T20:19:08.387026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-11T20:19:08.387346] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-11T20:19:08.388213] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-11T20:19:08.388266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:08.388298] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:08.388324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:08.388384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:08.444380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:08.445133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:08.445212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:08.445244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:08.564366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:08.564529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:08.564586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:08.564635] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:08.568099] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-12-11T20:19:08.568390] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-11T20:19:08.568529] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:08.727941] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BOTZ.txt
[2025-12-11T20:19:08.728158] [INFO ] [sig       ] [507/3605] Completed BOTZ in 0.4s | 2.93 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:08.728211] [INFO ] [sig       ] [508/3605] Forecasting BOX...
[2025-12-11T20:19:08.728241] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-11T20:19:08.728282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-11T20:19:08.741378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-11T20:19:08.741763] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-11T20:19:08.742714] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-11T20:19:08.742769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:08.742802] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:08.742830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:08.742888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:08.801689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:08.802667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:08.802751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:08.802783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:08.921349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:08.921508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:08.921548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:08.921592] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:08.924956] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-11T20:19:08.925235] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-11T20:19:08.925359] [INFO ] [sig       ] BOX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:09.062821] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BOX.txt
[2025-12-11T20:19:09.062953] [INFO ] [sig       ] [508/3605] Completed BOX in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:09.062992] [INFO ] [sig       ] [509/3605] Forecasting BP...
[2025-12-11T20:19:09.063022] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-11T20:19:09.063052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-11T20:19:09.074598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-11T20:19:09.074903] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-11T20:19:09.075709] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-11T20:19:09.075760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:09.075791] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:09.075816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:09.075871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:09.132889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:09.133619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:09.133696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:09.133742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:09.251933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:09.252092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:09.252131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:09.252159] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:09.255510] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-11T20:19:09.255797] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-11T20:19:09.255925] [INFO ] [sig       ] BP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:09.393448] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BP.txt
[2025-12-11T20:19:09.393608] [INFO ] [sig       ] [509/3605] Completed BP in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:09.393649] [INFO ] [sig       ] [510/3605] Forecasting BPOP...
[2025-12-11T20:19:09.393676] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-11T20:19:09.393705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-11T20:19:09.405714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-11T20:19:09.406018] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-11T20:19:09.406829] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-11T20:19:09.406887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:09.406946] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:09.406975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:09.407035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:09.463749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:09.464424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:09.464501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:09.464533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:09.584669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:09.584820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:09.584859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:09.584886] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:09.588255] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=82.78%)
[2025-12-11T20:19:09.588537] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-11T20:19:09.588683] [INFO ] [sig       ] BPOP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:09.724904] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BPOP.txt
[2025-12-11T20:19:09.725041] [INFO ] [sig       ] [510/3605] Completed BPOP in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:09.725082] [INFO ] [sig       ] [511/3605] Forecasting BPRN...
[2025-12-11T20:19:09.725111] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-11T20:19:09.725140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-11T20:19:09.735307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-11T20:19:09.735603] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-11T20:19:09.736392] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-11T20:19:09.736447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:09.736480] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:09.736520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:09.736604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:09.793164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:09.793899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:09.793981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:09.794015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:09.893886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:09.894036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:09.894076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:09.894106] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:09.897406] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-11T20:19:09.897693] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-11T20:19:09.897839] [INFO ] [sig       ] BPRN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:10.033680] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BPRN.txt
[2025-12-11T20:19:10.033833] [INFO ] [sig       ] [511/3605] Completed BPRN in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:10.033873] [INFO ] [sig       ] [512/3605] Forecasting BPYPM...
[2025-12-11T20:19:10.033901] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-11T20:19:10.033930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-11T20:19:10.045312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-11T20:19:10.045625] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-11T20:19:10.046380] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-11T20:19:10.046431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:10.046462] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:10.046488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:10.046543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:10.103213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:10.103898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:10.103975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:10.104007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:10.206316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:10.206461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:10.206499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:10.206526] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:10.209999] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-11T20:19:10.210291] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-11T20:19:10.210422] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:10.348494] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BPYPM.txt
[2025-12-11T20:19:10.348630] [INFO ] [sig       ] [512/3605] Completed BPYPM in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-11T20:19:10.348671] [INFO ] [sig       ] [513/3605] Forecasting BPYPO...
[2025-12-11T20:19:10.348701] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-11T20:19:10.348731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-11T20:19:10.360145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-11T20:19:10.360481] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-11T20:19:10.361275] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-11T20:19:10.361335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:10.361366] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:10.361391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:10.361447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:10.418428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:10.419067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:10.419145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:10.419176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:10.513707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:10.513828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:10.513863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:10.513919] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:10.517106] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-11T20:19:10.517375] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-11T20:19:10.517500] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:10.659430] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BPYPO.txt
[2025-12-11T20:19:10.659554] [INFO ] [sig       ] [513/3605] Completed BPYPO in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-11T20:19:10.659611] [INFO ] [sig       ] [514/3605] Forecasting BPYPP...
[2025-12-11T20:19:10.659640] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-11T20:19:10.659669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-11T20:19:10.671218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-11T20:19:10.671523] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-11T20:19:10.672300] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-11T20:19:10.672351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:10.672382] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:10.672408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:10.672462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:10.729343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:10.730121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:10.730200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:10.730231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:10.832260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:10.832406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:10.832444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:10.832472] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:10.835778] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=86.09%)
[2025-12-11T20:19:10.836044] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-11T20:19:10.836166] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:10.972312] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BPYPP.txt
[2025-12-11T20:19:10.972447] [INFO ] [sig       ] [514/3605] Completed BPYPP in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-11T20:19:10.972487] [INFO ] [sig       ] [515/3605] Forecasting BRAG...
[2025-12-11T20:19:10.972522] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-11T20:19:10.972552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-11T20:19:10.984484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-11T20:19:10.984841] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-11T20:19:10.985740] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-11T20:19:10.985791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:10.985821] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:10.985847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:10.985904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:11.042235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:11.042987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:11.043066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:11.043099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:11.158463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:11.158629] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:19:11.158670] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:11.158699] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:11.162002] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2025-12-11T20:19:11.162283] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-11T20:19:11.162405] [INFO ] [sig       ] BRAG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:11.304386] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BRAG.txt
[2025-12-11T20:19:11.304555] [INFO ] [sig       ] [515/3605] Completed BRAG in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-11T20:19:11.304615] [INFO ] [sig       ] [516/3605] Forecasting BRC...
[2025-12-11T20:19:11.304645] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-11T20:19:11.304676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-11T20:19:11.316219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-11T20:19:11.316617] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-11T20:19:11.317457] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-11T20:19:11.317510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:11.317542] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:11.317567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:11.317653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:11.374222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:11.374957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:11.375040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:11.375072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:11.489727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:11.489881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:11.489919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:11.489948] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:11.493458] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-12-11T20:19:11.493788] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-11T20:19:11.493919] [INFO ] [sig       ] BRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:11.633777] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BRC.txt
[2025-12-11T20:19:11.633937] [INFO ] [sig       ] [516/3605] Completed BRC in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-11T20:19:11.633978] [INFO ] [sig       ] [517/3605] Forecasting BRCC...
[2025-12-11T20:19:11.634007] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-11T20:19:11.634035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-11T20:19:11.645787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-11T20:19:11.646159] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-11T20:19:11.647026] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-11T20:19:11.647078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:11.647116] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:11.647155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:11.647217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:11.705558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:11.706468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:11.706560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:11.706614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:11.841901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:11.842060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:11.842099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:11.842127] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:11.845643] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=79.02%)
[2025-12-11T20:19:11.845989] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-11T20:19:11.846134] [INFO ] [sig       ] BRCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:11.994010] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BRCC.txt
[2025-12-11T20:19:11.994143] [INFO ] [sig       ] [517/3605] Completed BRCC in 0.4s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-11T20:19:11.994183] [INFO ] [sig       ] [518/3605] Forecasting BRO...
[2025-12-11T20:19:11.994211] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-11T20:19:11.994240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-11T20:19:12.005983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-11T20:19:12.006309] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-11T20:19:12.007088] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-11T20:19:12.007139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:12.007170] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:12.007196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:12.007256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:12.063452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:12.064059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:12.064134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:12.064166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:12.183549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:12.183672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:12.183709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:12.183751] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:12.186918] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=31.15%)
[2025-12-11T20:19:12.187181] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-11T20:19:12.187308] [INFO ] [sig       ] BRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:12.324292] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BRO.txt
[2025-12-11T20:19:12.324409] [INFO ] [sig       ] [518/3605] Completed BRO in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-11T20:19:12.324447] [INFO ] [sig       ] [519/3605] Forecasting BROS...
[2025-12-11T20:19:12.324476] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-11T20:19:12.324505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-11T20:19:12.336489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-11T20:19:12.336898] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-11T20:19:12.337719] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-11T20:19:12.337770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:12.337801] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:12.337860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:12.337917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:12.395991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:12.396933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:12.397032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:12.397085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:12.522695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:12.522883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:12.522936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:12.522972] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:12.527233] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-11T20:19:12.527654] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-11T20:19:12.527884] [INFO ] [sig       ] BROS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:12.666547] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BROS.txt
[2025-12-11T20:19:12.666709] [INFO ] [sig       ] [519/3605] Completed BROS in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-11T20:19:12.666749] [INFO ] [sig       ] [520/3605] Forecasting BRSP...
[2025-12-11T20:19:12.666778] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-11T20:19:12.666807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-11T20:19:12.679051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-11T20:19:12.679417] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-11T20:19:12.680206] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-11T20:19:12.680257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:12.680288] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:12.680315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:12.680370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:12.737433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:12.738332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:12.738446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:12.738480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:12.853924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:12.854072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:12.854111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:12.854138] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:12.857442] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-11T20:19:12.857724] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-11T20:19:12.857863] [INFO ] [sig       ] BRSP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:12.994214] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BRSP.txt
[2025-12-11T20:19:12.994355] [INFO ] [sig       ] [520/3605] Completed BRSP in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:12.994395] [INFO ] [sig       ] [521/3605] Forecasting BRX...
[2025-12-11T20:19:12.994424] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-11T20:19:12.994453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-11T20:19:13.005586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-11T20:19:13.005860] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-11T20:19:13.006642] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-11T20:19:13.006692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:13.006723] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:13.006748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:13.006804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:13.062944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:13.063556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:13.063650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:13.063682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:13.181144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:13.181287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:13.181325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:13.181352] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:13.184758] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=85.72%)
[2025-12-11T20:19:13.185045] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-11T20:19:13.185173] [INFO ] [sig       ] BRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:13.325214] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BRX.txt
[2025-12-11T20:19:13.325387] [INFO ] [sig       ] [521/3605] Completed BRX in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:13.325431] [INFO ] [sig       ] [522/3605] Forecasting BRY...
[2025-12-11T20:19:13.325460] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-11T20:19:13.325489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-11T20:19:13.337842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-11T20:19:13.338277] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-11T20:19:13.339172] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-11T20:19:13.339225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:13.339258] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:13.339283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:13.339356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:13.402594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:13.403711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:13.403800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:13.403833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:13.527074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:13.527236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:13.527279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:13.527309] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:13.530922] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-11T20:19:13.531214] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-11T20:19:13.531353] [INFO ] [sig       ] BRY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:13.729768] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BRY.txt
[2025-12-11T20:19:13.729930] [INFO ] [sig       ] [522/3605] Completed BRY in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:13.729972] [INFO ] [sig       ] [523/3605] Forecasting BRZE...
[2025-12-11T20:19:13.730001] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-11T20:19:13.730031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-11T20:19:13.742229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-11T20:19:13.742621] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-11T20:19:13.743490] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-11T20:19:13.743549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:13.743606] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:13.743636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:13.743694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:13.803936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:13.804856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:13.804942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:13.804976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:13.928532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:13.928698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:13.928740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:13.928769] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:13.932184] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-11T20:19:13.932460] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-11T20:19:13.932609] [INFO ] [sig       ] BRZE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:14.073348] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BRZE.txt
[2025-12-11T20:19:14.073544] [INFO ] [sig       ] [523/3605] Completed BRZE in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:14.073605] [INFO ] [sig       ] [524/3605] Forecasting BSAC...
[2025-12-11T20:19:14.073637] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-11T20:19:14.073668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-11T20:19:14.085416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-11T20:19:14.085762] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-11T20:19:14.086539] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-11T20:19:14.086623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:14.086657] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:14.086684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:14.086740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:14.144062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:14.145070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:14.145157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:14.145189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:14.264511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:14.264691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:14.264733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:14.264760] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:14.268182] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2025-12-11T20:19:14.268463] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-11T20:19:14.268609] [INFO ] [sig       ] BSAC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:14.407273] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BSAC.txt
[2025-12-11T20:19:14.407448] [INFO ] [sig       ] [524/3605] Completed BSAC in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:14.407488] [INFO ] [sig       ] [525/3605] Forecasting BSCP...
[2025-12-11T20:19:14.407516] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-11T20:19:14.407545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-11T20:19:14.419399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-11T20:19:14.419692] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-11T20:19:14.420454] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-11T20:19:14.420505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:14.420535] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:14.420562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:14.420640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:14.482244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:14.483206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:14.483295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:14.483332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:14.589492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:14.589676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:14.589717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:14.589745] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:14.593374] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-11T20:19:14.593684] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-11T20:19:14.593825] [INFO ] [sig       ] BSCP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:14.749307] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSCP.txt
[2025-12-11T20:19:14.749454] [INFO ] [sig       ] [525/3605] Completed BSCP in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:14.749494] [INFO ] [sig       ] [526/3605] Forecasting BSCQ...
[2025-12-11T20:19:14.749523] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-11T20:19:14.749552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-11T20:19:14.761086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-11T20:19:14.761436] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-11T20:19:14.762236] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-11T20:19:14.762287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:14.762323] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:14.762349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:14.762404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:14.821359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:14.822303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:14.822390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:14.822425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:14.941980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:14.942158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:14.942207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:14.942237] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:14.945984] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-11T20:19:14.946366] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-11T20:19:14.946532] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:15.089806] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSCQ.txt
[2025-12-11T20:19:15.089964] [INFO ] [sig       ] [526/3605] Completed BSCQ in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:15.090005] [INFO ] [sig       ] [527/3605] Forecasting BSCS...
[2025-12-11T20:19:15.090033] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-11T20:19:15.090062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-11T20:19:15.101941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-11T20:19:15.102284] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-11T20:19:15.103158] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-11T20:19:15.103211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:15.103278] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:15.103334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:15.103407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:15.161440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:15.162187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:15.162270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:15.162303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:15.293663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:15.293818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:15.293860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:15.293888] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:15.297355] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-11T20:19:15.297661] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-11T20:19:15.297793] [INFO ] [sig       ] BSCS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:15.437743] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSCS.txt
[2025-12-11T20:19:15.437932] [INFO ] [sig       ] [527/3605] Completed BSCS in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:15.437975] [INFO ] [sig       ] [528/3605] Forecasting BSCX...
[2025-12-11T20:19:15.438003] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-11T20:19:15.438032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-11T20:19:15.449788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-11T20:19:15.450080] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-11T20:19:15.450889] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-11T20:19:15.450940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:15.450971] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:15.450996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:15.451051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:15.507513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:15.508161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:15.508249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:15.508280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:15.630187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:15.630359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:15.630405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:15.630432] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:15.633879] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=42.00%)
[2025-12-11T20:19:15.634152] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-11T20:19:15.634275] [INFO ] [sig       ] BSCX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:15.772202] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BSCX.txt
[2025-12-11T20:19:15.772339] [INFO ] [sig       ] [528/3605] Completed BSCX in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:15.772379] [INFO ] [sig       ] [529/3605] Forecasting BSCY...
[2025-12-11T20:19:15.772407] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-11T20:19:15.772437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-11T20:19:15.783835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-11T20:19:15.784128] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-11T20:19:15.784936] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-11T20:19:15.784986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:15.785018] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:15.785044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:15.785121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:15.842692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:15.843345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:15.843444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:15.843480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:15.960941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:15.961097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:15.961138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:15.961168] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:15.964764] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=44.77%)
[2025-12-11T20:19:15.965145] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-11T20:19:15.965289] [INFO ] [sig       ] BSCY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:16.107139] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BSCY.txt
[2025-12-11T20:19:16.107267] [INFO ] [sig       ] [529/3605] Completed BSCY in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:16.107306] [INFO ] [sig       ] [530/3605] Forecasting BSJP...
[2025-12-11T20:19:16.107334] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-11T20:19:16.107364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-11T20:19:16.118862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-11T20:19:16.119165] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-11T20:19:16.119971] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-11T20:19:16.120025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:16.120058] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:16.120086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:16.120142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:16.179720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:16.180359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:16.180438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:16.180472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:16.295538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:16.295706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:16.295751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:16.295814] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:16.299321] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-11T20:19:16.299628] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-11T20:19:16.299763] [INFO ] [sig       ] BSJP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:16.453153] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSJP.txt
[2025-12-11T20:19:16.453317] [INFO ] [sig       ] [530/3605] Completed BSJP in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-11T20:19:16.453368] [INFO ] [sig       ] [531/3605] Forecasting BSJQ...
[2025-12-11T20:19:16.453404] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-11T20:19:16.453442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-11T20:19:16.465625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-11T20:19:16.466004] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-11T20:19:16.466827] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-11T20:19:16.466878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:16.466910] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:16.466937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:16.466993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:16.525262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:16.526114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:16.526195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:16.526231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:16.646174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:16.646383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:16.646436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:16.646475] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:16.650200] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-11T20:19:16.650503] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-11T20:19:16.650658] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:16.789275] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSJQ.txt
[2025-12-11T20:19:16.789407] [INFO ] [sig       ] [531/3605] Completed BSJQ in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-11T20:19:16.789446] [INFO ] [sig       ] [532/3605] Forecasting BSJS...
[2025-12-11T20:19:16.789475] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-11T20:19:16.789503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-11T20:19:16.801771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-11T20:19:16.802060] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-11T20:19:16.802882] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-11T20:19:16.802934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:16.802965] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:16.802990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:16.803045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:16.862007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:16.862780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:16.862863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:16.862896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:16.983113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:16.983258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:16.983298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:16.983327] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:16.986782] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-11T20:19:16.987061] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-11T20:19:16.987188] [INFO ] [sig       ] BSJS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:17.133027] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSJS.txt
[2025-12-11T20:19:17.133165] [INFO ] [sig       ] [532/3605] Completed BSJS in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-11T20:19:17.133205] [INFO ] [sig       ] [533/3605] Forecasting BSL...
[2025-12-11T20:19:17.133233] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-11T20:19:17.133263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-11T20:19:17.144832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-11T20:19:17.145125] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-11T20:19:17.145904] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-11T20:19:17.145955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:17.145986] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:17.146012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:17.146067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:17.205154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:17.205912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:17.205992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:17.206025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:17.328395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:17.328550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:17.328611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:17.328643] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:17.332042] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=53.43%)
[2025-12-11T20:19:17.332316] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-11T20:19:17.332446] [INFO ] [sig       ] BSL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:17.492865] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSL.txt
[2025-12-11T20:19:17.493009] [INFO ] [sig       ] [533/3605] Completed BSL in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-11T20:19:17.493049] [INFO ] [sig       ] [534/3605] Forecasting BSLK...
[2025-12-11T20:19:17.493078] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-11T20:19:17.493109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-11T20:19:17.504069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-11T20:19:17.504379] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-11T20:19:17.505172] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-11T20:19:17.505223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:17.505254] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:17.505280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:17.505334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:17.562367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:17.563064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:17.563141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:17.563173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:17.673595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:17.673748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:17.673792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:17.673822] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:17.677289] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: UP (p=64.81%)
[2025-12-11T20:19:17.677606] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-11T20:19:17.677741] [INFO ] [sig       ] BSLK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:17.823389] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSLK.txt
[2025-12-11T20:19:17.823540] [INFO ] [sig       ] [534/3605] Completed BSLK in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-11T20:19:17.823596] [INFO ] [sig       ] [535/3605] Forecasting BSM...
[2025-12-11T20:19:17.823626] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-11T20:19:17.823663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-11T20:19:17.835483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-11T20:19:17.835800] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-11T20:19:17.836591] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-11T20:19:17.836641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:17.836683] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:17.836710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:17.836766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:17.893632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:17.894280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:17.894358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:17.894390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:18.013396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:18.013542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:18.013597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:18.013627] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:18.016919] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=73.72%)
[2025-12-11T20:19:18.017186] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-11T20:19:18.017308] [INFO ] [sig       ] BSM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:18.163752] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSM.txt
[2025-12-11T20:19:18.163909] [INFO ] [sig       ] [535/3605] Completed BSM in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-11T20:19:18.163950] [INFO ] [sig       ] [536/3605] Forecasting BSMP...
[2025-12-11T20:19:18.163979] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-11T20:19:18.164008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-11T20:19:18.175549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-12-11T20:19:18.175880] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-11T20:19:18.176661] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-11T20:19:18.176712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:18.176743] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:18.176768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:18.176822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:18.236406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:18.237283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:18.237366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:18.237400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:18.371117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:18.371283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:18.371329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:18.371358] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:18.374978] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-11T20:19:18.375287] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-11T20:19:18.375437] [INFO ] [sig       ] BSMP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:18.522852] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSMP.txt
[2025-12-11T20:19:18.523006] [INFO ] [sig       ] [536/3605] Completed BSMP in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-11T20:19:18.523047] [INFO ] [sig       ] [537/3605] Forecasting BSMQ...
[2025-12-11T20:19:18.523076] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-11T20:19:18.523106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-11T20:19:18.535907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-11T20:19:18.536329] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-11T20:19:18.537151] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-11T20:19:18.537202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:18.537234] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:18.537261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:18.537316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:18.594434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:18.595354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:18.595480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:18.595514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:18.718457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:18.718628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:18.718671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:18.718700] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:18.722638] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-11T20:19:18.723005] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-11T20:19:18.723170] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:18.879728] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSMQ.txt
[2025-12-11T20:19:18.879865] [INFO ] [sig       ] [537/3605] Completed BSMQ in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-11T20:19:18.879903] [INFO ] [sig       ] [538/3605] Forecasting BSMS...
[2025-12-11T20:19:18.879932] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-11T20:19:18.879961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-11T20:19:18.891466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-11T20:19:18.891812] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-11T20:19:18.892596] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-11T20:19:18.892648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:18.892678] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:18.892704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:18.892760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:18.948745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:18.949351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:18.949443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:18.949481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:19.063344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:19.063505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:19.063545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:19.063589] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:19.066931] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=63.68%)
[2025-12-11T20:19:19.067203] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-11T20:19:19.067325] [INFO ] [sig       ] BSMS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:19.220867] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSMS.txt
[2025-12-11T20:19:19.220996] [INFO ] [sig       ] [538/3605] Completed BSMS in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:19.221041] [INFO ] [sig       ] [539/3605] Forecasting BSSX...
[2025-12-11T20:19:19.221070] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-11T20:19:19.221099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-11T20:19:19.232169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-11T20:19:19.232490] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-11T20:19:19.233337] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-11T20:19:19.233390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:19.233422] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:19.233447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:19.233502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:19.293025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:19.293766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:19.293847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:19.293881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:19.395840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:19.395996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:19.396036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:19.396064] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:19.399518] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-11T20:19:19.399810] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-11T20:19:19.399940] [INFO ] [sig       ] BSSX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:19.539817] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSSX.txt
[2025-12-11T20:19:19.539953] [INFO ] [sig       ] [539/3605] Completed BSSX in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:19.539994] [INFO ] [sig       ] [540/3605] Forecasting BSTZ...
[2025-12-11T20:19:19.540024] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-11T20:19:19.540055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-11T20:19:19.551912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-11T20:19:19.552203] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-11T20:19:19.552995] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-11T20:19:19.553045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:19.553076] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:19.553102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:19.553157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:19.614851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:19.615652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:19.615733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:19.615766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:19.739987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:19.740152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:19.740195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:19.740223] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:19.743818] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-11T20:19:19.744096] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-11T20:19:19.744242] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:19.887132] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BSTZ.txt
[2025-12-11T20:19:19.887286] [INFO ] [sig       ] [540/3605] Completed BSTZ in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:19.887325] [INFO ] [sig       ] [541/3605] Forecasting BSVN...
[2025-12-11T20:19:19.887353] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-11T20:19:19.887384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-11T20:19:19.898694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-11T20:19:19.899035] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-11T20:19:19.899857] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-11T20:19:19.899909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:19.899941] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:19.899968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:19.900025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:19.959228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:19.959920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:19.960000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:19.960032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:20.083858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:20.084031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:20.084073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:20.084102] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:20.088765] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-12-11T20:19:20.089066] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-11T20:19:20.089244] [INFO ] [sig       ] BSVN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:20.235424] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BSVN.txt
[2025-12-11T20:19:20.235590] [INFO ] [sig       ] [541/3605] Completed BSVN in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:20.235632] [INFO ] [sig       ] [542/3605] Forecasting BSVO...
[2025-12-11T20:19:20.235662] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-11T20:19:20.235691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-11T20:19:20.246988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-11T20:19:20.247247] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-11T20:19:20.248046] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-11T20:19:20.248097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:20.248129] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:20.248156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:20.248212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:20.308792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:20.309546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:20.309643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:20.309684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:20.432216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:20.432382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:20.432422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:20.432467] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:20.435910] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-11T20:19:20.436188] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-11T20:19:20.436314] [INFO ] [sig       ] BSVO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:20.583160] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSVO.txt
[2025-12-11T20:19:20.583293] [INFO ] [sig       ] [542/3605] Completed BSVO in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:20.583332] [INFO ] [sig       ] [543/3605] Forecasting BSX...
[2025-12-11T20:19:20.583360] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-11T20:19:20.583390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-11T20:19:20.594916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-11T20:19:20.595181] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-11T20:19:20.595968] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-11T20:19:20.596019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:20.596050] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:20.596076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:20.596131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:20.654543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:20.655273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:20.655354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:20.655387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:20.773176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:20.773331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:20.773380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:20.773418] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:20.776873] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=91.10%)
[2025-12-11T20:19:20.777152] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-11T20:19:20.777280] [INFO ] [sig       ] BSX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:20.916069] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSX.txt
[2025-12-11T20:19:20.916206] [INFO ] [sig       ] [543/3605] Completed BSX in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:20.916243] [INFO ] [sig       ] [544/3605] Forecasting BSY...
[2025-12-11T20:19:20.916273] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-11T20:19:20.916302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-11T20:19:20.927657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-11T20:19:20.927967] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-11T20:19:20.928748] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-11T20:19:20.928798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:20.928855] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:20.928882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:20.928939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:20.988672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:20.989554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:20.989696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:20.989731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:21.111921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:21.112076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:21.112122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:21.112153] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:21.115768] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-12-11T20:19:21.116051] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-11T20:19:21.116184] [INFO ] [sig       ] BSY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:21.255584] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BSY.txt
[2025-12-11T20:19:21.255739] [INFO ] [sig       ] [544/3605] Completed BSY in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:21.255783] [INFO ] [sig       ] [545/3605] Forecasting BTA...
[2025-12-11T20:19:21.255811] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-11T20:19:21.255841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-11T20:19:21.267634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-11T20:19:21.268027] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-11T20:19:21.268866] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-11T20:19:21.268918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:21.268950] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:21.268977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:21.269034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:21.332102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:21.332958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:21.333042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:21.333077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:21.443458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:21.443622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:21.443664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:21.443692] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:21.446988] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=36.16%)
[2025-12-11T20:19:21.447256] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-11T20:19:21.447379] [INFO ] [sig       ] BTA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:21.584969] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BTA.txt
[2025-12-11T20:19:21.585099] [INFO ] [sig       ] [545/3605] Completed BTA in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:21.585138] [INFO ] [sig       ] [546/3605] Forecasting BTAI...
[2025-12-11T20:19:21.585170] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-11T20:19:21.585199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-11T20:19:21.597297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-11T20:19:21.597679] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-11T20:19:21.598516] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-11T20:19:21.598585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:21.598625] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:21.598678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:21.598737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:21.656646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:21.657324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:21.657404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:21.657436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:21.776897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:21.777055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:21.777095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:21.777122] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:21.780976] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-12-11T20:19:21.781260] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-11T20:19:21.781391] [INFO ] [sig       ] BTAI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:21.919720] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BTAI.txt
[2025-12-11T20:19:21.919859] [INFO ] [sig       ] [546/3605] Completed BTAI in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:21.919897] [INFO ] [sig       ] [547/3605] Forecasting BTCS...
[2025-12-11T20:19:21.919925] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-11T20:19:21.919954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-11T20:19:21.931268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-11T20:19:21.931561] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-11T20:19:21.932360] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-11T20:19:21.932410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:21.932441] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:21.932466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:21.932521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:21.994045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:21.994976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:21.995063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:21.995096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:22.112539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:22.112728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:22.112775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:22.112834] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:22.116434] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-11T20:19:22.116735] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-11T20:19:22.116860] [INFO ] [sig       ] BTCS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:22.254256] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BTCS.txt
[2025-12-11T20:19:22.254416] [INFO ] [sig       ] [547/3605] Completed BTCS in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:22.254465] [INFO ] [sig       ] [548/3605] Forecasting BTE...
[2025-12-11T20:19:22.254496] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-11T20:19:22.254525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-11T20:19:22.266848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-11T20:19:22.267196] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-11T20:19:22.268041] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-11T20:19:22.268093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:22.268125] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:22.268151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:22.268207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:22.327389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:22.328294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:22.328377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:22.328411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:22.441928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:22.442077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:22.442117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:22.442144] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:22.445598] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-11T20:19:22.445878] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-11T20:19:22.446005] [INFO ] [sig       ] BTE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:22.586868] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BTE.txt
[2025-12-11T20:19:22.587002] [INFO ] [sig       ] [548/3605] Completed BTE in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-11T20:19:22.587043] [INFO ] [sig       ] [549/3605] Forecasting BTF...
[2025-12-11T20:19:22.587072] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-11T20:19:22.587101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-11T20:19:22.598662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-11T20:19:22.598964] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-11T20:19:22.599761] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-11T20:19:22.599813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:22.599844] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:22.599870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:22.599926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:22.657565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:22.658416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:22.658498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:22.658532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:22.778845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:22.778991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:22.779030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:22.779059] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:22.782428] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-12-11T20:19:22.782720] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-11T20:19:22.782850] [INFO ] [sig       ] BTF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:22.925192] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BTF.txt
[2025-12-11T20:19:22.925325] [INFO ] [sig       ] [549/3605] Completed BTF in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-11T20:19:22.925364] [INFO ] [sig       ] [550/3605] Forecasting BTI...
[2025-12-11T20:19:22.925392] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-11T20:19:22.925429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-11T20:19:22.937727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-11T20:19:22.938114] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-11T20:19:22.938922] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-11T20:19:22.938974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:22.939005] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:22.939031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:22.939086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:22.999212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:23.000096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:23.000178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:23.000212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:23.119642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:23.119794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:23.119843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:23.119880] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:23.123283] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-11T20:19:23.123559] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-11T20:19:23.123703] [INFO ] [sig       ] BTI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:23.263905] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BTI.txt
[2025-12-11T20:19:23.264033] [INFO ] [sig       ] [550/3605] Completed BTI in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-11T20:19:23.264071] [INFO ] [sig       ] [551/3605] Forecasting BTM...
[2025-12-11T20:19:23.264100] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-11T20:19:23.264130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-11T20:19:23.276195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-11T20:19:23.276499] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-11T20:19:23.277298] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-11T20:19:23.277352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:23.277383] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:23.277409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:23.277465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:23.337276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:23.338189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:23.338273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:23.338306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:23.458238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:23.458383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:23.458424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:23.458451] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:23.461949] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-12-11T20:19:23.462218] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-11T20:19:23.462344] [INFO ] [sig       ] BTM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:23.603265] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BTM.txt
[2025-12-11T20:19:23.603396] [INFO ] [sig       ] [551/3605] Completed BTM in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-11T20:19:23.603437] [INFO ] [sig       ] [552/3605] Forecasting BTMD...
[2025-12-11T20:19:23.603467] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-11T20:19:23.603496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-11T20:19:23.614832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-11T20:19:23.615103] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-11T20:19:23.615880] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-11T20:19:23.615930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:23.615961] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:23.615987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:23.616042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:23.676048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:23.676758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:23.676838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:23.676871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:23.798211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:23.798360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:23.798400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:23.798428] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:23.801893] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=83.93%)
[2025-12-11T20:19:23.802161] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-11T20:19:23.802283] [INFO ] [sig       ] BTMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:23.942811] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BTMD.txt
[2025-12-11T20:19:23.942938] [INFO ] [sig       ] [552/3605] Completed BTMD in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-11T20:19:23.942976] [INFO ] [sig       ] [553/3605] Forecasting BTSG...
[2025-12-11T20:19:23.943004] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-11T20:19:23.943033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-11T20:19:23.955370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-11T20:19:23.955765] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-11T20:19:23.956608] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-11T20:19:23.956661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:23.956693] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:23.956719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:23.956774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:24.018519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:24.019464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:24.019557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:24.019611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:24.141005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:24.141163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:24.141203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:24.141231] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:24.144803] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-12-11T20:19:24.145078] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-11T20:19:24.145209] [INFO ] [sig       ] BTSG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:24.287992] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BTSG.txt
[2025-12-11T20:19:24.288124] [INFO ] [sig       ] [553/3605] Completed BTSG in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-11T20:19:24.288163] [INFO ] [sig       ] [554/3605] Forecasting BTZ...
[2025-12-11T20:19:24.288190] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-11T20:19:24.288218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-11T20:19:24.299532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-11T20:19:24.299846] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-11T20:19:24.300629] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-11T20:19:24.300680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:24.300710] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:24.300737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:24.300793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:24.356568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:24.357190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:24.357293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:24.357327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:24.469236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:24.469370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:24.469411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:24.469439] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:24.472770] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-12-11T20:19:24.473037] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-11T20:19:24.473161] [INFO ] [sig       ] BTZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:24.613424] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BTZ.txt
[2025-12-11T20:19:24.613596] [INFO ] [sig       ] [554/3605] Completed BTZ in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-11T20:19:24.613647] [INFO ] [sig       ] [555/3605] Forecasting BUD...
[2025-12-11T20:19:24.613681] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-11T20:19:24.613710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-11T20:19:24.625154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-11T20:19:24.625428] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-11T20:19:24.626233] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-11T20:19:24.626283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:24.626314] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:24.626341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:24.626395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:24.683334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:24.684097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:24.684175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:24.684207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:24.803330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:24.803499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:24.803546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:24.803601] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:24.807523] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=41.61%)
[2025-12-11T20:19:24.807830] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-11T20:19:24.807958] [INFO ] [sig       ] BUD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:24.945367] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BUD.txt
[2025-12-11T20:19:24.945524] [INFO ] [sig       ] [555/3605] Completed BUD in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-11T20:19:24.945589] [INFO ] [sig       ] [556/3605] Forecasting BUFC...
[2025-12-11T20:19:24.945621] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-11T20:19:24.945651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-11T20:19:24.955720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-11T20:19:24.956015] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-11T20:19:24.956962] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-11T20:19:24.957012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:24.957043] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:24.957068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:24.957122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:25.013681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:25.014460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:25.014542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:25.014592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:25.105510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:25.105684] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:19:25.105724] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:25.105751] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:25.109183] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-11T20:19:25.109518] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-11T20:19:25.109686] [INFO ] [sig       ] BUFC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:25.248370] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BUFC.txt
[2025-12-11T20:19:25.248514] [INFO ] [sig       ] [556/3605] Completed BUFC in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-11T20:19:25.248556] [INFO ] [sig       ] [557/3605] Forecasting BUG...
[2025-12-11T20:19:25.248610] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-11T20:19:25.248640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-11T20:19:25.260208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-11T20:19:25.260530] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-11T20:19:25.261346] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-11T20:19:25.261397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:25.261427] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:25.261453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:25.261511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:25.318112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:25.318999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:25.319097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:25.319137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:25.439590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:25.439780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:25.439827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:25.439857] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:25.443396] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=81.61%)
[2025-12-11T20:19:25.443702] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-11T20:19:25.443834] [INFO ] [sig       ] BUG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:25.582786] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BUG.txt
[2025-12-11T20:19:25.582947] [INFO ] [sig       ] [557/3605] Completed BUG in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-11T20:19:25.582986] [INFO ] [sig       ] [558/3605] Forecasting BUI...
[2025-12-11T20:19:25.583016] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-11T20:19:25.583046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-11T20:19:25.594129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-11T20:19:25.594433] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-11T20:19:25.595235] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-11T20:19:25.595285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:25.595316] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:25.595342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:25.595397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:25.652239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:25.652996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:25.653075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:25.653108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:25.767178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:25.767326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:25.767365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:25.767393] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:25.770812] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-11T20:19:25.771080] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-11T20:19:25.771205] [INFO ] [sig       ] BUI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:25.923934] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BUI.txt
[2025-12-11T20:19:25.924094] [INFO ] [sig       ] [558/3605] Completed BUI in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-11T20:19:25.924135] [INFO ] [sig       ] [559/3605] Forecasting BURL...
[2025-12-11T20:19:25.924165] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-11T20:19:25.924196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-11T20:19:25.935984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-11T20:19:25.936317] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-11T20:19:25.937166] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-11T20:19:25.937220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:25.937277] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:25.937318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:25.937393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:25.995464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:25.996212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:25.996291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:25.996323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:26.118486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:26.118649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:26.118694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:26.118721] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:26.122157] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-12-11T20:19:26.122446] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-11T20:19:26.122598] [INFO ] [sig       ] BURL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:26.260317] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BURL.txt
[2025-12-11T20:19:26.260453] [INFO ] [sig       ] [559/3605] Completed BURL in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-11T20:19:26.260493] [INFO ] [sig       ] [560/3605] Forecasting BUSE...
[2025-12-11T20:19:26.260521] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-11T20:19:26.260551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-11T20:19:26.272092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-11T20:19:26.272400] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-11T20:19:26.273184] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-11T20:19:26.273234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:26.273265] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:26.273291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:26.273346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:26.329319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:26.330049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:26.330128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:26.330159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:26.449821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:26.449975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:26.450016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:26.450045] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:26.453401] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=31.23%)
[2025-12-11T20:19:26.453697] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-11T20:19:26.453824] [INFO ] [sig       ] BUSE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:26.590072] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BUSE.txt
[2025-12-11T20:19:26.590214] [INFO ] [sig       ] [560/3605] Completed BUSE in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-11T20:19:26.590252] [INFO ] [sig       ] [561/3605] Forecasting BUXX...
[2025-12-11T20:19:26.590279] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-11T20:19:26.590308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-11T20:19:26.601491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-11T20:19:26.601821] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-11T20:19:26.602597] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-11T20:19:26.602648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:26.602703] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:26.602731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:26.602787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:26.659601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:26.660436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:26.660516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:26.660548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:26.776747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:26.776898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:26.776938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:26.776965] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:26.780311] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-11T20:19:26.780605] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-11T20:19:26.780735] [INFO ] [sig       ] BUXX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:26.922233] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BUXX.txt
[2025-12-11T20:19:26.922384] [INFO ] [sig       ] [561/3605] Completed BUXX in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-11T20:19:26.922425] [INFO ] [sig       ] [562/3605] Forecasting BVFL...
[2025-12-11T20:19:26.922453] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-11T20:19:26.922483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-11T20:19:26.934302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-11T20:19:26.934675] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-11T20:19:26.935430] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-11T20:19:26.935480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:26.935511] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:26.935536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:26.935615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:26.992314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:26.993185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:26.993269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:26.993303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:27.109203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:27.109358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:27.109400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:27.109428] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:27.112841] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-12-11T20:19:27.113112] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-11T20:19:27.113238] [INFO ] [sig       ] BVFL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:27.250120] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BVFL.txt
[2025-12-11T20:19:27.250270] [INFO ] [sig       ] [562/3605] Completed BVFL in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-11T20:19:27.250328] [INFO ] [sig       ] [563/3605] Forecasting BVN...
[2025-12-11T20:19:27.250360] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-11T20:19:27.250389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-11T20:19:27.262319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-11T20:19:27.262627] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-11T20:19:27.263402] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-11T20:19:27.263453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:27.263484] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:27.263510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:27.263565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:27.320028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:27.320898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:27.320979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:27.321011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:27.437685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:27.437851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:27.437891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:27.437918] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:27.441256] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=60.03%)
[2025-12-11T20:19:27.441526] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-11T20:19:27.441674] [INFO ] [sig       ] BVN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:27.581998] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BVN.txt
[2025-12-11T20:19:27.582152] [INFO ] [sig       ] [563/3605] Completed BVN in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-11T20:19:27.582193] [INFO ] [sig       ] [564/3605] Forecasting BVS...
[2025-12-11T20:19:27.582222] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-11T20:19:27.582252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-11T20:19:27.594733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-11T20:19:27.595138] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-11T20:19:27.596065] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-11T20:19:27.596123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:27.596156] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:27.596184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:27.596242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:27.653262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:27.654210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:27.654296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:27.654327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:27.776256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:27.776417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:27.776457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:27.776535] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:27.780354] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-11T20:19:27.780721] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-11T20:19:27.780889] [INFO ] [sig       ] BVS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:27.920753] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BVS.txt
[2025-12-11T20:19:27.920891] [INFO ] [sig       ] [564/3605] Completed BVS in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-11T20:19:27.920930] [INFO ] [sig       ] [565/3605] Forecasting BWA...
[2025-12-11T20:19:27.920958] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-11T20:19:27.920987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-11T20:19:27.933228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-11T20:19:27.933628] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-11T20:19:27.934462] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-11T20:19:27.934516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:27.934549] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:27.934596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:27.934661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:27.993422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:27.994386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:27.994483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:27.994517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:28.112370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:28.112528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:28.112597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:28.112628] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:28.115994] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2025-12-11T20:19:28.116272] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-11T20:19:28.116397] [INFO ] [sig       ] BWA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:28.259858] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BWA.txt
[2025-12-11T20:19:28.260018] [INFO ] [sig       ] [565/3605] Completed BWA in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-11T20:19:28.260056] [INFO ] [sig       ] [566/3605] Forecasting BWAY...
[2025-12-11T20:19:28.260085] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-11T20:19:28.260115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-11T20:19:28.272329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-11T20:19:28.272709] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-11T20:19:28.273542] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-11T20:19:28.273621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:28.273654] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:28.273681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:28.273738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:28.332428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:28.333192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:28.333271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:28.333305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:28.458118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:28.458267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:28.458306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:28.458351] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:28.461817] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=42.19%)
[2025-12-11T20:19:28.462098] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-11T20:19:28.462225] [INFO ] [sig       ] BWAY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:28.612635] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BWAY.txt
[2025-12-11T20:19:28.612785] [INFO ] [sig       ] [566/3605] Completed BWAY in 0.4s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-11T20:19:28.612824] [INFO ] [sig       ] [567/3605] Forecasting BWB...
[2025-12-11T20:19:28.612851] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-11T20:19:28.612880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-11T20:19:28.625843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-11T20:19:28.626143] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-11T20:19:28.626950] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-11T20:19:28.627000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:28.627031] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:28.627057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:28.627112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:28.685712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:28.686548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:28.686649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:28.686683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:28.810133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:28.810286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:28.810326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:28.810353] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:28.813945] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: UP (p=81.21%)
[2025-12-11T20:19:28.814229] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-11T20:19:28.814358] [INFO ] [sig       ] BWB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:28.954385] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BWB.txt
[2025-12-11T20:19:28.954522] [INFO ] [sig       ] [567/3605] Completed BWB in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-11T20:19:28.954560] [INFO ] [sig       ] [568/3605] Forecasting BWEN...
[2025-12-11T20:19:28.954607] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-11T20:19:28.954638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-11T20:19:28.966410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-11T20:19:28.966728] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-11T20:19:28.967496] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-11T20:19:28.967547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:28.967606] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:28.967635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:28.967691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:29.025691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:29.026447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:29.026542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:29.026596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:29.145193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:29.145348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:29.145388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:29.145416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:29.148797] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-12-11T20:19:29.149063] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-11T20:19:29.149189] [INFO ] [sig       ] BWEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:29.287359] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BWEN.txt
[2025-12-11T20:19:29.287508] [INFO ] [sig       ] [568/3605] Completed BWEN in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-11T20:19:29.287548] [INFO ] [sig       ] [569/3605] Forecasting BWFG...
[2025-12-11T20:19:29.287595] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-11T20:19:29.287626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-11T20:19:29.299355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-11T20:19:29.299717] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-11T20:19:29.300522] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-11T20:19:29.300612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:29.300645] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:29.300671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:29.300725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:29.359358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:29.360243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:29.360326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:29.360358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:29.471322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:29.471492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:29.471533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:29.471561] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:29.474935] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-12-11T20:19:29.475206] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-11T20:19:29.475330] [INFO ] [sig       ] BWFG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:29.611939] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BWFG.txt
[2025-12-11T20:19:29.612076] [INFO ] [sig       ] [569/3605] Completed BWFG in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-11T20:19:29.612115] [INFO ] [sig       ] [570/3605] Forecasting BWG...
[2025-12-11T20:19:29.612142] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-11T20:19:29.612171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-11T20:19:29.624222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-11T20:19:29.624601] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-11T20:19:29.625367] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-11T20:19:29.625418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:29.625449] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:29.625486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:29.625542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:29.681625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:29.682487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:29.682590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:29.682624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:29.803563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:29.803732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:29.803773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:29.803801] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:29.807172] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-12-11T20:19:29.807453] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-11T20:19:29.807598] [INFO ] [sig       ] BWG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:29.949605] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BWG.txt
[2025-12-11T20:19:29.949778] [INFO ] [sig       ] [570/3605] Completed BWG in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-11T20:19:29.949818] [INFO ] [sig       ] [571/3605] Forecasting BWIN...
[2025-12-11T20:19:29.949847] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-11T20:19:29.949882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-11T20:19:29.964155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-11T20:19:29.964679] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-11T20:19:29.965677] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-11T20:19:29.965732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:29.965766] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:29.965794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:29.965853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:30.026251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:30.027474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:30.027639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:30.027676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:30.153778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:30.154022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:30.154070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:30.154100] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:30.161551] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=83.59%)
[2025-12-11T20:19:30.162036] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-11T20:19:30.162229] [INFO ] [sig       ] BWIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:30.310921] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BWIN.txt
[2025-12-11T20:19:30.311143] [INFO ] [sig       ] [571/3605] Completed BWIN in 0.4s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-11T20:19:30.311185] [INFO ] [sig       ] [572/3605] Forecasting BWMN...
[2025-12-11T20:19:30.311218] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-11T20:19:30.311249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-11T20:19:30.325178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-11T20:19:30.325717] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-11T20:19:30.326725] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-11T20:19:30.326782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:30.326816] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:30.326844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:30.326904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:30.385766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:30.386913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:30.387015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:30.387049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:30.531027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:30.531274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:30.531323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:30.531358] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:30.536160] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-11T20:19:30.536690] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-11T20:19:30.536837] [INFO ] [sig       ] BWMN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:30.684046] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BWMN.txt
[2025-12-11T20:19:30.684227] [INFO ] [sig       ] [572/3605] Completed BWMN in 0.4s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-11T20:19:30.684274] [INFO ] [sig       ] [573/3605] Forecasting BXC...
[2025-12-11T20:19:30.684303] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-11T20:19:30.684334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-11T20:19:30.698085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-11T20:19:30.698537] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-11T20:19:30.699441] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-11T20:19:30.699504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:30.699541] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:30.699566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:30.699646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:30.759277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:30.760251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:30.760360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:30.760393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:30.888483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:30.888745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:30.888792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:30.888820] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:30.893440] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=32.18%)
[2025-12-11T20:19:30.893828] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-11T20:19:30.893973] [INFO ] [sig       ] BXC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:31.039002] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BXC.txt
[2025-12-11T20:19:31.039192] [INFO ] [sig       ] [573/3605] Completed BXC in 0.4s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:31.039234] [INFO ] [sig       ] [574/3605] Forecasting BXMX...
[2025-12-11T20:19:31.039265] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-11T20:19:31.039332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-11T20:19:31.054161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-11T20:19:31.054710] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-11T20:19:31.055625] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-11T20:19:31.055681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:31.055715] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:31.055743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:31.055803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:31.114909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:31.116018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:31.116112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:31.116144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:31.242097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:31.242395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:31.242444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:31.242474] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:31.246628] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-11T20:19:31.246947] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-11T20:19:31.247086] [INFO ] [sig       ] BXMX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:31.392002] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BXMX.txt
[2025-12-11T20:19:31.392443] [INFO ] [sig       ] [574/3605] Completed BXMX in 0.4s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:31.392488] [INFO ] [sig       ] [575/3605] Forecasting BXP...
[2025-12-11T20:19:31.392517] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-11T20:19:31.392548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-11T20:19:31.405541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-11T20:19:31.405980] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-11T20:19:31.406976] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-11T20:19:31.407030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:31.407063] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:31.407098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:31.407171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:31.469527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:31.470541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:31.470660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:31.470694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:31.611820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:31.611996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:31.612045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:31.612074] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:31.616532] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=50.31%)
[2025-12-11T20:19:31.616872] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-11T20:19:31.617015] [INFO ] [sig       ] BXP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:31.826228] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BXP.txt
[2025-12-11T20:19:31.826454] [INFO ] [sig       ] [575/3605] Completed BXP in 0.4s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:31.826524] [INFO ] [sig       ] [576/3605] Forecasting BXSL...
[2025-12-11T20:19:31.826593] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-11T20:19:31.826645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-11T20:19:31.840097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-11T20:19:31.840516] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-11T20:19:31.841376] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-11T20:19:31.841431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:31.841464] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:31.841491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:31.841547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:31.930567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:31.931840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:31.931954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:31.932006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:32.090236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:32.090431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:32.090498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:32.090549] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:32.095920] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-11T20:19:32.096357] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-11T20:19:32.096559] [INFO ] [sig       ] BXSL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:32.305290] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BXSL.txt
[2025-12-11T20:19:32.305518] [INFO ] [sig       ] [576/3605] Completed BXSL in 0.5s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:32.305597] [INFO ] [sig       ] [577/3605] Forecasting BYD...
[2025-12-11T20:19:32.305638] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-11T20:19:32.305676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-11T20:19:32.322495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-11T20:19:32.323007] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-11T20:19:32.326771] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-11T20:19:32.326835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:32.326870] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:32.326897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:32.326960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:32.419043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:32.420228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:32.420363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:32.420398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:32.592555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:32.592735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:32.592778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:32.592808] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:32.596905] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=87.09%)
[2025-12-11T20:19:32.597315] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-11T20:19:32.597502] [INFO ] [sig       ] BYD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:32.749342] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BYD.txt
[2025-12-11T20:19:32.749529] [INFO ] [sig       ] [577/3605] Completed BYD in 0.4s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:32.749605] [INFO ] [sig       ] [578/3605] Forecasting BYM...
[2025-12-11T20:19:32.749656] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-11T20:19:32.749704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-11T20:19:32.763021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-11T20:19:32.763511] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-11T20:19:32.764547] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-11T20:19:32.764633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:32.764718] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:32.764754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:32.764812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:32.824515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:32.825497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:32.825602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:32.825638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:32.967482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:32.967677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:32.967730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:32.967769] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:32.973338] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-11T20:19:32.973749] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-11T20:19:32.973924] [INFO ] [sig       ] BYM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:33.117539] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BYM.txt
[2025-12-11T20:19:33.117719] [INFO ] [sig       ] [578/3605] Completed BYM in 0.4s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:33.117761] [INFO ] [sig       ] [579/3605] Forecasting BYRN...
[2025-12-11T20:19:33.117788] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-11T20:19:33.117844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-11T20:19:33.129218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-11T20:19:33.129602] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-11T20:19:33.130397] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-11T20:19:33.130448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:33.130479] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:33.130505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:33.130560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:33.188189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:33.189078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:33.189167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:33.189200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:33.308831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:33.308976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:33.309016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:33.309042] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:33.312363] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-11T20:19:33.312653] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-11T20:19:33.312794] [INFO ] [sig       ] BYRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:33.450700] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BYRN.txt
[2025-12-11T20:19:33.450834] [INFO ] [sig       ] [579/3605] Completed BYRN in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:33.450874] [INFO ] [sig       ] [580/3605] Forecasting BYSI...
[2025-12-11T20:19:33.450903] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-11T20:19:33.450931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-11T20:19:33.461966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-11T20:19:33.462325] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-11T20:19:33.463128] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-11T20:19:33.463178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:33.463211] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:33.463236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:33.463291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:33.521190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:33.522085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:33.522167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:33.522198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:33.627684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:33.627848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:33.627887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:33.627915] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:33.631253] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-11T20:19:33.631527] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-11T20:19:33.631668] [INFO ] [sig       ] BYSI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:33.774804] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BYSI.txt
[2025-12-11T20:19:33.774963] [INFO ] [sig       ] [580/3605] Completed BYSI in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:33.775006] [INFO ] [sig       ] [581/3605] Forecasting BZ...
[2025-12-11T20:19:33.775036] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-11T20:19:33.775068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-11T20:19:33.787109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-11T20:19:33.787478] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-11T20:19:33.788351] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-11T20:19:33.788405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:33.788436] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:33.788461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:33.788517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:33.847380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:33.848286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:33.848387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:33.848418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:33.973466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:33.973628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:33.973670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:33.973735] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:33.977265] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-12-11T20:19:33.977551] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-11T20:19:33.977707] [INFO ] [sig       ] BZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:34.117147] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BZ.txt
[2025-12-11T20:19:34.117284] [INFO ] [sig       ] [581/3605] Completed BZ in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:34.117324] [INFO ] [sig       ] [582/3605] Forecasting BZH...
[2025-12-11T20:19:34.117352] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-11T20:19:34.117381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-11T20:19:34.128884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-11T20:19:34.129197] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-11T20:19:34.130015] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-11T20:19:34.130067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:34.130099] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:34.130127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:34.130185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:34.187435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:34.188377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:34.188460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:34.188492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:34.313244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:34.313391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:34.313430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:34.313456] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:34.316755] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-11T20:19:34.317028] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-11T20:19:34.317151] [INFO ] [sig       ] BZH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:34.455368] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/BZH.txt
[2025-12-11T20:19:34.455500] [INFO ] [sig       ] [582/3605] Completed BZH in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:34.455539] [INFO ] [sig       ] [583/3605] Forecasting BZUN...
[2025-12-11T20:19:34.455567] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-11T20:19:34.455615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-11T20:19:34.466995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-11T20:19:34.467314] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-11T20:19:34.468169] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-11T20:19:34.468245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:34.468283] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:34.468308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:34.468364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:34.527021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:34.527855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:34.527936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:34.527967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:34.646196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:34.646344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:34.646384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:34.646412] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:34.649718] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2025-12-11T20:19:34.649989] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-11T20:19:34.650109] [INFO ] [sig       ] BZUN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:34.787735] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/BZUN.txt
[2025-12-11T20:19:34.787873] [INFO ] [sig       ] [583/3605] Completed BZUN in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:34.787913] [INFO ] [sig       ] [584/3605] Forecasting C...
[2025-12-11T20:19:34.787942] [INFO ] [sig       ] Generating forecast for: C
[2025-12-11T20:19:34.787971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-11T20:19:34.798999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-11T20:19:34.799247] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-11T20:19:34.800037] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-11T20:19:34.800088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:34.800118] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:34.800144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:34.800199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:34.856253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:34.857107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:34.857188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:34.857220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:34.977261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:34.977407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:34.977446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:34.977473] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:34.980772] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-11T20:19:34.981046] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-11T20:19:34.981169] [INFO ] [sig       ] C: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:35.118030] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/C.txt
[2025-12-11T20:19:35.118152] [INFO ] [sig       ] [584/3605] Completed C in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:35.118190] [INFO ] [sig       ] [585/3605] Forecasting CAAP...
[2025-12-11T20:19:35.118218] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-11T20:19:35.118247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-11T20:19:35.129246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-11T20:19:35.129505] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-11T20:19:35.130264] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-11T20:19:35.130315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:35.130346] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:35.130373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:35.130428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:35.187036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:35.187632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:35.187707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:35.187738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:35.306745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:35.306901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:35.306941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:35.306971] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:35.310273] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-12-11T20:19:35.310539] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-11T20:19:35.310679] [INFO ] [sig       ] CAAP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:35.448499] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CAAP.txt
[2025-12-11T20:19:35.448623] [INFO ] [sig       ] [585/3605] Completed CAAP in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:35.448662] [INFO ] [sig       ] [586/3605] Forecasting CAAS...
[2025-12-11T20:19:35.448690] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-11T20:19:35.448719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-11T20:19:35.460163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-11T20:19:35.460450] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-11T20:19:35.461210] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-11T20:19:35.461260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:35.461291] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:35.461317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:35.461372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:35.518134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:35.518749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:35.518838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:35.518878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:35.625173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:35.625289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:35.625324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:35.625351] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:35.628516] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-11T20:19:35.628805] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-11T20:19:35.628949] [INFO ] [sig       ] CAAS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:35.767314] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CAAS.txt
[2025-12-11T20:19:35.767440] [INFO ] [sig       ] [586/3605] Completed CAAS in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:35.767492] [INFO ] [sig       ] [587/3605] Forecasting CABA...
[2025-12-11T20:19:35.767527] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-11T20:19:35.767558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-11T20:19:35.782042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-11T20:19:35.782483] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-11T20:19:35.783528] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-11T20:19:35.783609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:35.783650] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:35.783683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:35.783769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:35.846587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:35.847598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:35.847688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:35.847721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:35.968629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:35.968780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:35.968826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:35.968856] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:35.972257] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=63.03%)
[2025-12-11T20:19:35.972546] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-11T20:19:35.972691] [INFO ] [sig       ] CABA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:36.116822] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CABA.txt
[2025-12-11T20:19:36.116978] [INFO ] [sig       ] [587/3605] Completed CABA in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-11T20:19:36.117017] [INFO ] [sig       ] [588/3605] Forecasting CABO...
[2025-12-11T20:19:36.117047] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-11T20:19:36.117077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-11T20:19:36.130363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-11T20:19:36.130786] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-11T20:19:36.131717] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-11T20:19:36.131783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:36.131820] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:36.131846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:36.131902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:36.192009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:36.192871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:36.192991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:36.193024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:36.311838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:36.311990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:36.312030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:36.312058] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:36.315434] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-12-11T20:19:36.315726] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-11T20:19:36.315866] [INFO ] [sig       ] CABO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:36.454510] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CABO.txt
[2025-12-11T20:19:36.454640] [INFO ] [sig       ] [588/3605] Completed CABO in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-11T20:19:36.454681] [INFO ] [sig       ] [589/3605] Forecasting CAC...
[2025-12-11T20:19:36.454710] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-11T20:19:36.454738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-11T20:19:36.467804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-11T20:19:36.468155] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-11T20:19:36.469014] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-11T20:19:36.469065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:36.469097] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:36.469122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:36.469177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:36.527323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:36.527976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:36.528056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:36.528089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:36.647664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:36.647776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:36.647832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:36.647862] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:36.651000] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-11T20:19:36.651268] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-11T20:19:36.651390] [INFO ] [sig       ] CAC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:36.788051] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CAC.txt
[2025-12-11T20:19:36.788179] [INFO ] [sig       ] [589/3605] Completed CAC in 0.3s | 2.93 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-11T20:19:36.788216] [INFO ] [sig       ] [590/3605] Forecasting CACC...
[2025-12-11T20:19:36.788244] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-11T20:19:36.788273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-11T20:19:36.799210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-11T20:19:36.799453] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-11T20:19:36.800205] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-11T20:19:36.800255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:36.800285] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:36.800311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:36.800366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:36.856091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:36.856677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:36.856752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:36.856784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:36.971998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:36.972142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:36.972181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:36.972223] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:36.975509] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-11T20:19:36.975790] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-11T20:19:36.975913] [INFO ] [sig       ] CACC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:37.118380] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CACC.txt
[2025-12-11T20:19:37.118515] [INFO ] [sig       ] [590/3605] Completed CACC in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:37.118554] [INFO ] [sig       ] [591/3605] Forecasting CACI...
[2025-12-11T20:19:37.118600] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-11T20:19:37.118631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-11T20:19:37.129844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-11T20:19:37.130089] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-11T20:19:37.130841] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-11T20:19:37.130896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:37.130927] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:37.130952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:37.131007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:37.186993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:37.187595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:37.187669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:37.187700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:37.304468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:37.304622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:37.304662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:37.304689] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:37.307972] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=55.27%)
[2025-12-11T20:19:37.308253] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-11T20:19:37.308380] [INFO ] [sig       ] CACI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:37.445880] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CACI.txt
[2025-12-11T20:19:37.446028] [INFO ] [sig       ] [591/3605] Completed CACI in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:37.446068] [INFO ] [sig       ] [592/3605] Forecasting CADE...
[2025-12-11T20:19:37.446096] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-11T20:19:37.446125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-11T20:19:37.457149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-11T20:19:37.457404] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-11T20:19:37.458183] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-11T20:19:37.458233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:37.458264] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:37.458291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:37.458346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:37.514745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:37.515333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:37.515420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:37.515452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:37.633286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:37.633431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:37.633470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:37.633500] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:37.636804] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=43.13%)
[2025-12-11T20:19:37.637079] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-11T20:19:37.637202] [INFO ] [sig       ] CADE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:37.773584] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CADE.txt
[2025-12-11T20:19:37.773705] [INFO ] [sig       ] [592/3605] Completed CADE in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:37.773742] [INFO ] [sig       ] [593/3605] Forecasting CADL...
[2025-12-11T20:19:37.773770] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-11T20:19:37.773798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-11T20:19:37.785721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-11T20:19:37.786089] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-11T20:19:37.786943] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-11T20:19:37.787009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:37.787044] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:37.787073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:37.787144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:37.844326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:37.845164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:37.845245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:37.845276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:37.964255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:37.964408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:37.964448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:37.964477] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:37.967793] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=32.41%)
[2025-12-11T20:19:37.968199] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-11T20:19:37.968335] [INFO ] [sig       ] CADL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:38.104591] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CADL.txt
[2025-12-11T20:19:38.104727] [INFO ] [sig       ] [593/3605] Completed CADL in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:38.104766] [INFO ] [sig       ] [594/3605] Forecasting CAE...
[2025-12-11T20:19:38.104794] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-11T20:19:38.104822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-11T20:19:38.115869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-11T20:19:38.116163] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-11T20:19:38.116924] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-11T20:19:38.116973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:38.117015] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:38.117042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:38.117097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:38.173036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:38.173848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:38.173932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:38.173963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:38.293897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:38.294049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:38.294089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:38.294117] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:38.297414] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-12-11T20:19:38.297698] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-11T20:19:38.297841] [INFO ] [sig       ] CAE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:38.433449] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CAE.txt
[2025-12-11T20:19:38.433594] [INFO ] [sig       ] [594/3605] Completed CAE in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:38.433634] [INFO ] [sig       ] [595/3605] Forecasting CAF...
[2025-12-11T20:19:38.433662] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-11T20:19:38.433691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-11T20:19:38.445540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-11T20:19:38.445900] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-11T20:19:38.446692] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-11T20:19:38.446743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:38.446799] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:38.446826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:38.446883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:38.502567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:38.503183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:38.503258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:38.503290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:38.615636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:38.615746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:38.615782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:38.615809] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:38.618889] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-11T20:19:38.619148] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-11T20:19:38.619272] [INFO ] [sig       ] CAF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:38.757477] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CAF.txt
[2025-12-11T20:19:38.757643] [INFO ] [sig       ] [595/3605] Completed CAF in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:38.757686] [INFO ] [sig       ] [596/3605] Forecasting CAG...
[2025-12-11T20:19:38.757714] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-11T20:19:38.757743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-11T20:19:38.769018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-11T20:19:38.769362] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-11T20:19:38.770142] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-11T20:19:38.770193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:38.770224] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:38.770250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:38.770305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:38.827132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:38.827790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:38.827893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:38.827932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:38.943785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:38.943903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:38.943939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:38.943966] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:38.947072] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-11T20:19:38.947332] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-11T20:19:38.947453] [INFO ] [sig       ] CAG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:39.085736] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CAG.txt
[2025-12-11T20:19:39.085866] [INFO ] [sig       ] [596/3605] Completed CAG in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:39.085904] [INFO ] [sig       ] [597/3605] Forecasting CAH...
[2025-12-11T20:19:39.085932] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-11T20:19:39.085961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-11T20:19:39.097713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-11T20:19:39.097988] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-11T20:19:39.098747] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-11T20:19:39.098797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:39.098828] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:39.098854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:39.098909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:39.154517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:39.155125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:39.155200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:39.155230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:39.270594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:39.270712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:39.270748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:39.270775] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:39.273921] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2025-12-11T20:19:39.274181] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-11T20:19:39.274301] [INFO ] [sig       ] CAH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:39.411834] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CAH.txt
[2025-12-11T20:19:39.411941] [INFO ] [sig       ] [597/3605] Completed CAH in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:39.411978] [INFO ] [sig       ] [598/3605] Forecasting CAKE...
[2025-12-11T20:19:39.412006] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-11T20:19:39.412041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-11T20:19:39.422946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-11T20:19:39.423195] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-11T20:19:39.423946] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-11T20:19:39.423996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:39.424026] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:39.424051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:39.424106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:39.480698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:39.481282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:39.481356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:39.481387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:39.598013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:39.598131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:39.598169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:39.598196] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:39.601387] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=39.11%)
[2025-12-11T20:19:39.601671] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-11T20:19:39.601794] [INFO ] [sig       ] CAKE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:39.738265] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CAKE.txt
[2025-12-11T20:19:39.738396] [INFO ] [sig       ] [598/3605] Completed CAKE in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:39.738436] [INFO ] [sig       ] [599/3605] Forecasting CAL...
[2025-12-11T20:19:39.738464] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-11T20:19:39.738494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-11T20:19:39.749916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-11T20:19:39.750202] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-11T20:19:39.750967] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-11T20:19:39.751017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:39.751049] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:39.751075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:39.751131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:39.807636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:39.808286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:39.808364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:39.808394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:39.925284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:39.925412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:39.925450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:39.925477] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:39.928717] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-12-11T20:19:39.928984] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-11T20:19:39.929110] [INFO ] [sig       ] CAL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:40.066568] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CAL.txt
[2025-12-11T20:19:40.066755] [INFO ] [sig       ] [599/3605] Completed CAL in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:40.066796] [INFO ] [sig       ] [600/3605] Forecasting CALC...
[2025-12-11T20:19:40.066824] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-11T20:19:40.066853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-11T20:19:40.078470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-11T20:19:40.078867] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-11T20:19:40.079776] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-11T20:19:40.079829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:40.079859] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:40.079885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:40.079942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:40.136152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:40.137017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:40.137098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:40.137129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:40.245481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:40.245604] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:19:40.245640] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:40.245667] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:40.248774] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-12-11T20:19:40.249037] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-11T20:19:40.249156] [INFO ] [sig       ] CALC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:40.386063] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CALC.txt
[2025-12-11T20:19:40.386183] [INFO ] [sig       ] [600/3605] Completed CALC in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:40.386223] [INFO ] [sig       ] [601/3605] Forecasting CALM...
[2025-12-11T20:19:40.386252] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-11T20:19:40.386282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-11T20:19:40.398131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-11T20:19:40.398480] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-11T20:19:40.399291] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-11T20:19:40.399344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:40.399376] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:40.399402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:40.399457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:40.456661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:40.457410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:40.457498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:40.457532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:40.581292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:40.581447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:40.581487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:40.581515] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:40.584811] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-11T20:19:40.585083] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-11T20:19:40.585204] [INFO ] [sig       ] CALM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:40.728890] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CALM.txt
[2025-12-11T20:19:40.729031] [INFO ] [sig       ] [601/3605] Completed CALM in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:40.729074] [INFO ] [sig       ] [602/3605] Forecasting CALX...
[2025-12-11T20:19:40.729116] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-11T20:19:40.729153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-11T20:19:40.741659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-11T20:19:40.741978] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-11T20:19:40.742813] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-11T20:19:40.742866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:40.742898] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:40.742926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:40.742982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:40.802017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:40.802730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:40.802810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:40.802843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:40.925295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:40.925444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:40.925484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:40.925511] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:40.928895] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-11T20:19:40.929167] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-11T20:19:40.929289] [INFO ] [sig       ] CALX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:41.066046] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CALX.txt
[2025-12-11T20:19:41.066188] [INFO ] [sig       ] [602/3605] Completed CALX in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-11T20:19:41.066227] [INFO ] [sig       ] [603/3605] Forecasting CAPL...
[2025-12-11T20:19:41.066256] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-11T20:19:41.066284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-11T20:19:41.077723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-11T20:19:41.078083] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-11T20:19:41.078861] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-11T20:19:41.078913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:41.078948] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:41.078975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:41.079030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:41.134716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:41.135429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:41.135507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:41.135538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:41.255110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:41.255258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:41.255297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:41.255325] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:41.258704] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-12-11T20:19:41.258978] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-11T20:19:41.259103] [INFO ] [sig       ] CAPL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:41.395666] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CAPL.txt
[2025-12-11T20:19:41.395816] [INFO ] [sig       ] [603/3605] Completed CAPL in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-11T20:19:41.395855] [INFO ] [sig       ] [604/3605] Forecasting CARE...
[2025-12-11T20:19:41.395883] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-11T20:19:41.395912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-11T20:19:41.407802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-11T20:19:41.408143] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-11T20:19:41.409005] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-11T20:19:41.409069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:41.409101] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:41.409128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:41.409184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:41.466756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:41.467522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:41.467622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:41.467656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:41.587529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:41.587697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:41.587737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:41.587765] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:41.591168] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-11T20:19:41.591437] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-11T20:19:41.591561] [INFO ] [sig       ] CARE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:41.731794] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CARE.txt
[2025-12-11T20:19:41.731989] [INFO ] [sig       ] [604/3605] Completed CARE in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-11T20:19:41.732049] [INFO ] [sig       ] [605/3605] Forecasting CARG...
[2025-12-11T20:19:41.732084] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-11T20:19:41.732116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-11T20:19:41.743407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-11T20:19:41.743817] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-11T20:19:41.744665] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-11T20:19:41.744719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:41.744752] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:41.744778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:41.744846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:41.808043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:41.808928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:41.809050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:41.809084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:41.939547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:41.939718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:41.939760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:41.939788] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:41.943196] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=42.40%)
[2025-12-11T20:19:41.943480] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-11T20:19:41.943630] [INFO ] [sig       ] CARG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:42.081166] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CARG.txt
[2025-12-11T20:19:42.081320] [INFO ] [sig       ] [605/3605] Completed CARG in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-11T20:19:42.081361] [INFO ] [sig       ] [606/3605] Forecasting CARS...
[2025-12-11T20:19:42.081391] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-11T20:19:42.081420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-11T20:19:42.092952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-11T20:19:42.093326] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-11T20:19:42.094113] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-11T20:19:42.094165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:42.094197] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:42.094223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:42.094279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:42.151141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:42.152012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:42.152098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:42.152129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:42.273013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:42.273169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:42.273209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:42.273236] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:42.276595] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-11T20:19:42.276887] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-11T20:19:42.277021] [INFO ] [sig       ] CARS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:42.414771] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CARS.txt
[2025-12-11T20:19:42.414921] [INFO ] [sig       ] [606/3605] Completed CARS in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-11T20:19:42.414961] [INFO ] [sig       ] [607/3605] Forecasting CASH...
[2025-12-11T20:19:42.414988] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-11T20:19:42.415017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-11T20:19:42.425894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-11T20:19:42.426227] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-11T20:19:42.427010] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-11T20:19:42.427073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:42.427105] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:42.427132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:42.427187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:42.483471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:42.484334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:42.484419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:42.484451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:42.598879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:42.599034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:42.599073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:42.599100] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:42.602381] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-11T20:19:42.602671] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-11T20:19:42.602798] [INFO ] [sig       ] CASH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:42.741184] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CASH.txt
[2025-12-11T20:19:42.741327] [INFO ] [sig       ] [607/3605] Completed CASH in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-11T20:19:42.741368] [INFO ] [sig       ] [608/3605] Forecasting CASS...
[2025-12-11T20:19:42.741397] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-11T20:19:42.741425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-11T20:19:42.752719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-11T20:19:42.753080] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-11T20:19:42.753870] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-11T20:19:42.753921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:42.753954] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:42.753982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:42.754038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:42.810696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:42.811543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:42.811646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:42.811678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:42.931870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:42.932018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:42.932057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:42.932085] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:42.935362] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=57.11%)
[2025-12-11T20:19:42.935648] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-11T20:19:42.935768] [INFO ] [sig       ] CASS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:43.077308] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CASS.txt
[2025-12-11T20:19:43.077497] [INFO ] [sig       ] [608/3605] Completed CASS in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:43.077537] [INFO ] [sig       ] [609/3605] Forecasting CASY...
[2025-12-11T20:19:43.077566] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-11T20:19:43.077616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-11T20:19:43.091502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-11T20:19:43.091978] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-11T20:19:43.093053] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-11T20:19:43.093121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:43.093166] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:43.093203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:43.093281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:43.155855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:43.156749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:43.156837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:43.156870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:43.278739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:43.278888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:43.278931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:43.278961] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:43.282437] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2025-12-11T20:19:43.282746] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-11T20:19:43.282873] [INFO ] [sig       ] CASY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:43.419879] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CASY.txt
[2025-12-11T20:19:43.420033] [INFO ] [sig       ] [609/3605] Completed CASY in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:43.420082] [INFO ] [sig       ] [610/3605] Forecasting CATH...
[2025-12-11T20:19:43.420117] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-11T20:19:43.420149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-11T20:19:43.430878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-11T20:19:43.431239] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-11T20:19:43.432089] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-11T20:19:43.432142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:43.432175] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:43.432203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:43.432278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:43.489022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:43.489856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:43.489941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:43.489979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:43.608179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:43.608331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:43.608370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:43.608398] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:43.611714] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=90.38%)
[2025-12-11T20:19:43.611984] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-11T20:19:43.612107] [INFO ] [sig       ] CATH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:43.751024] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CATH.txt
[2025-12-11T20:19:43.751192] [INFO ] [sig       ] [610/3605] Completed CATH in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:43.751233] [INFO ] [sig       ] [611/3605] Forecasting CATO...
[2025-12-11T20:19:43.751263] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-11T20:19:43.751295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-11T20:19:43.762770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-11T20:19:43.763192] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-11T20:19:43.764041] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-11T20:19:43.764096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:43.764131] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:43.764158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:43.764216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:43.821704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:43.822532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:43.822630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:43.822664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:43.942141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:43.942291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:43.942330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:43.942361] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:43.945796] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=30.97%)
[2025-12-11T20:19:43.946102] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-11T20:19:43.946234] [INFO ] [sig       ] CATO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:44.082928] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CATO.txt
[2025-12-11T20:19:44.083075] [INFO ] [sig       ] [611/3605] Completed CATO in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:44.083115] [INFO ] [sig       ] [612/3605] Forecasting CATY...
[2025-12-11T20:19:44.083145] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-11T20:19:44.083174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-11T20:19:44.094697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-11T20:19:44.094978] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-11T20:19:44.095746] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-11T20:19:44.095797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:44.095854] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:44.095882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:44.095939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:44.152236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:44.153128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:44.153212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:44.153245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:44.278489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:44.278646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:44.278685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:44.278713] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:44.281975] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=54.81%)
[2025-12-11T20:19:44.282255] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-11T20:19:44.282377] [INFO ] [sig       ] CATY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:44.422975] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CATY.txt
[2025-12-11T20:19:44.423104] [INFO ] [sig       ] [612/3605] Completed CATY in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:44.423142] [INFO ] [sig       ] [613/3605] Forecasting CAVA...
[2025-12-11T20:19:44.423171] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-11T20:19:44.423200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-11T20:19:44.434182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-11T20:19:44.434694] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-11T20:19:44.435659] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-11T20:19:44.435709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:44.435740] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:44.435766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:44.435820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:44.491372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:44.492055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:44.492132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:44.492164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:44.620201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:44.620343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:44.620386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:44.620414] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:44.623705] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=33.59%)
[2025-12-11T20:19:44.623967] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-11T20:19:44.624091] [INFO ] [sig       ] CAVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:44.761494] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CAVA.txt
[2025-12-11T20:19:44.761652] [INFO ] [sig       ] [613/3605] Completed CAVA in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:44.761695] [INFO ] [sig       ] [614/3605] Forecasting CB...
[2025-12-11T20:19:44.761724] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-11T20:19:44.761752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-11T20:19:44.773183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-11T20:19:44.773443] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-11T20:19:44.774213] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-11T20:19:44.774264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:44.774296] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:44.774322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:44.774377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:44.830265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:44.830937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:44.831014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:44.831050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:44.950218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:44.950358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:44.950412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:44.950441] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:44.953708] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-11T20:19:44.953968] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-11T20:19:44.954093] [INFO ] [sig       ] CB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:45.100870] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CB.txt
[2025-12-11T20:19:45.101020] [INFO ] [sig       ] [614/3605] Completed CB in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:45.101063] [INFO ] [sig       ] [615/3605] Forecasting CBAN...
[2025-12-11T20:19:45.101092] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-11T20:19:45.101121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-11T20:19:45.113363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-11T20:19:45.113724] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-11T20:19:45.114477] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-11T20:19:45.114529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:45.114567] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:45.114612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:45.114667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:45.172764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:45.173632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:45.173715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:45.173748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:45.292742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:45.292888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:45.292928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:45.292985] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:45.296284] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-11T20:19:45.296553] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-11T20:19:45.296692] [INFO ] [sig       ] CBAN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:45.433367] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CBAN.txt
[2025-12-11T20:19:45.433500] [INFO ] [sig       ] [615/3605] Completed CBAN in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:45.433542] [INFO ] [sig       ] [616/3605] Forecasting CBL...
[2025-12-11T20:19:45.433598] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-11T20:19:45.433631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-11T20:19:45.445003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-11T20:19:45.445271] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-11T20:19:45.446041] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-11T20:19:45.446091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:45.446122] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:45.446147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:45.446202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:45.505209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:45.506058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:45.506140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:45.506173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:45.626217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:45.626369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:45.626408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:45.626436] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:45.629771] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-12-11T20:19:45.630044] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-11T20:19:45.630189] [INFO ] [sig       ] CBL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:45.767195] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CBL.txt
[2025-12-11T20:19:45.767318] [INFO ] [sig       ] [616/3605] Completed CBL in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:45.767356] [INFO ] [sig       ] [617/3605] Forecasting CBNK...
[2025-12-11T20:19:45.767385] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-11T20:19:45.767413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-11T20:19:45.778714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-11T20:19:45.779014] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-11T20:19:45.779817] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-11T20:19:45.779867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:45.779897] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:45.779922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:45.779979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:45.836387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:45.837029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:45.837106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:45.837136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:45.953153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:45.953308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:45.953347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:45.953374] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:45.956688] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-11T20:19:45.956953] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-11T20:19:45.957080] [INFO ] [sig       ] CBNK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:46.094059] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CBNK.txt
[2025-12-11T20:19:46.094209] [INFO ] [sig       ] [617/3605] Completed CBNK in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:46.094248] [INFO ] [sig       ] [618/3605] Forecasting CBRE...
[2025-12-11T20:19:46.094276] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-11T20:19:46.094306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-11T20:19:46.105522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-11T20:19:46.105829] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-11T20:19:46.106592] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-11T20:19:46.106644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:46.106685] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:46.106712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:46.106767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:46.163630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:46.164288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:46.164366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:46.164397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:46.279091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:46.279232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:46.279270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:46.279298] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:46.282674] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-12-11T20:19:46.282942] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-11T20:19:46.283076] [INFO ] [sig       ] CBRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:46.420190] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CBRE.txt
[2025-12-11T20:19:46.420342] [INFO ] [sig       ] [618/3605] Completed CBRE in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-11T20:19:46.420383] [INFO ] [sig       ] [619/3605] Forecasting CBRL...
[2025-12-11T20:19:46.420413] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-11T20:19:46.420442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-11T20:19:46.431332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-11T20:19:46.431648] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-11T20:19:46.432411] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-11T20:19:46.432463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:46.432495] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:46.432522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:46.432599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:46.489047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:46.489790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:46.489869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:46.489901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:46.613901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:46.614051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:46.614090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:46.614119] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:46.617489] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-12-11T20:19:46.617781] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-11T20:19:46.617928] [INFO ] [sig       ] CBRL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:46.755501] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CBRL.txt
[2025-12-11T20:19:46.755647] [INFO ] [sig       ] [619/3605] Completed CBRL in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-11T20:19:46.755686] [INFO ] [sig       ] [620/3605] Forecasting CBSH...
[2025-12-11T20:19:46.755716] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-11T20:19:46.755743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-11T20:19:46.767260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-11T20:19:46.767557] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-11T20:19:46.768352] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-11T20:19:46.768402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:46.768432] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:46.768456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:46.768510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:46.828390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:46.829239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:46.829336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:46.829370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:46.947761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:46.947943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:46.947984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:46.948012] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:46.951460] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=62.33%)
[2025-12-11T20:19:46.951772] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-11T20:19:46.951924] [INFO ] [sig       ] CBSH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:47.089136] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CBSH.txt
[2025-12-11T20:19:47.089286] [INFO ] [sig       ] [620/3605] Completed CBSH in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-11T20:19:47.089327] [INFO ] [sig       ] [621/3605] Forecasting CBUS...
[2025-12-11T20:19:47.089357] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-11T20:19:47.089397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-11T20:19:47.101970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-11T20:19:47.102303] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-11T20:19:47.103102] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-11T20:19:47.103154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:47.103186] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:47.103211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:47.103266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:47.159743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:47.160589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:47.160670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:47.160702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:47.282017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:47.282166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:47.282204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:47.282232] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:47.285620] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-11T20:19:47.285895] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-11T20:19:47.286022] [INFO ] [sig       ] CBUS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:47.423223] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CBUS.txt
[2025-12-11T20:19:47.423368] [INFO ] [sig       ] [621/3605] Completed CBUS in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-11T20:19:47.423411] [INFO ] [sig       ] [622/3605] Forecasting CBZ...
[2025-12-11T20:19:47.423441] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-11T20:19:47.423470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-11T20:19:47.434934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-11T20:19:47.435270] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-11T20:19:47.436051] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-11T20:19:47.436104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:47.436136] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:47.436162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:47.436217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:47.492647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:47.493527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:47.493659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:47.493692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:47.617042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:47.617195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:47.617235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:47.617263] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:47.620621] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=45.33%)
[2025-12-11T20:19:47.620897] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-11T20:19:47.621019] [INFO ] [sig       ] CBZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:47.759746] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CBZ.txt
[2025-12-11T20:19:47.759873] [INFO ] [sig       ] [622/3605] Completed CBZ in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-11T20:19:47.759912] [INFO ] [sig       ] [623/3605] Forecasting CC...
[2025-12-11T20:19:47.759941] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-11T20:19:47.759970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-11T20:19:47.771307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-11T20:19:47.771643] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-11T20:19:47.772393] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-11T20:19:47.772444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:47.772475] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:47.772501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:47.772556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:47.828862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:47.829502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:47.829597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:47.829635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:47.950029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:47.950168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:47.950207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:47.950235] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:47.953484] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=50.81%)
[2025-12-11T20:19:47.953772] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-11T20:19:47.953893] [INFO ] [sig       ] CC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:48.090622] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CC.txt
[2025-12-11T20:19:48.090748] [INFO ] [sig       ] [623/3605] Completed CC in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-11T20:19:48.090785] [INFO ] [sig       ] [624/3605] Forecasting CCAP...
[2025-12-11T20:19:48.090814] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-11T20:19:48.090842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-11T20:19:48.102134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-11T20:19:48.102426] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-11T20:19:48.103202] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-11T20:19:48.103253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:48.103284] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:48.103310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:48.103367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:48.160418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:48.161264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:48.161346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:48.161379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:48.283811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:48.283981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:48.284031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:48.284065] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:48.288115] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-11T20:19:48.288441] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-11T20:19:48.288615] [INFO ] [sig       ] CCAP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:48.441864] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCAP.txt
[2025-12-11T20:19:48.442020] [INFO ] [sig       ] [624/3605] Completed CCAP in 0.4s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-11T20:19:48.442059] [INFO ] [sig       ] [625/3605] Forecasting CCB...
[2025-12-11T20:19:48.442089] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-11T20:19:48.442118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-11T20:19:48.453277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-11T20:19:48.453617] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-11T20:19:48.454361] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-11T20:19:48.454411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:48.454443] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:48.454469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:48.454524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:48.510102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:48.510916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:48.510995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:48.511027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:48.626674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:48.626826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:48.626865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:48.626928] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:48.630230] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=67.84%)
[2025-12-11T20:19:48.630498] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-11T20:19:48.630635] [INFO ] [sig       ] CCB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:48.769941] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCB.txt
[2025-12-11T20:19:48.770129] [INFO ] [sig       ] [625/3605] Completed CCB in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-11T20:19:48.770169] [INFO ] [sig       ] [626/3605] Forecasting CCBG...
[2025-12-11T20:19:48.770200] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-11T20:19:48.770229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-11T20:19:48.781763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-11T20:19:48.782116] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-11T20:19:48.782920] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-11T20:19:48.782971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:48.783003] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:48.783031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:48.783087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:48.840890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:48.841552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:48.841655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:48.841688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:48.955737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:48.955885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:48.955925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:48.955952] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:48.959257] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-12-11T20:19:48.959530] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-11T20:19:48.959677] [INFO ] [sig       ] CCBG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:49.097405] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CCBG.txt
[2025-12-11T20:19:49.097546] [INFO ] [sig       ] [626/3605] Completed CCBG in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-11T20:19:49.097617] [INFO ] [sig       ] [627/3605] Forecasting CCCC...
[2025-12-11T20:19:49.097650] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-11T20:19:49.097680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-11T20:19:49.109853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-11T20:19:49.110200] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-11T20:19:49.110967] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-11T20:19:49.111022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:49.111053] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:49.111080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:49.111136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:49.168630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:49.169322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:49.169401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:49.169450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:49.291710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:49.291860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:49.291901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:49.291939] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:49.295302] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-12-11T20:19:49.295631] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-11T20:19:49.295758] [INFO ] [sig       ] CCCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:49.434218] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCCC.txt
[2025-12-11T20:19:49.434345] [INFO ] [sig       ] [627/3605] Completed CCCC in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-11T20:19:49.434383] [INFO ] [sig       ] [628/3605] Forecasting CCD...
[2025-12-11T20:19:49.434411] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-11T20:19:49.434440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-11T20:19:49.446293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-11T20:19:49.446625] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-11T20:19:49.447373] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-11T20:19:49.447422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:49.447454] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:49.447480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:49.447535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:49.503754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:49.504369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:49.504445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:49.504477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:49.618831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:49.618968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:49.619010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:49.619038] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:49.622263] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-11T20:19:49.622538] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-11T20:19:49.622676] [INFO ] [sig       ] CCD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:49.762277] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CCD.txt
[2025-12-11T20:19:49.762412] [INFO ] [sig       ] [628/3605] Completed CCD in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-11T20:19:49.762450] [INFO ] [sig       ] [629/3605] Forecasting CCEC...
[2025-12-11T20:19:49.762480] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-11T20:19:49.762509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-11T20:19:49.774682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-11T20:19:49.775058] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-11T20:19:49.775842] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-11T20:19:49.775893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:49.775952] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:49.775990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:49.776048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:49.831741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:49.832531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:49.832631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:49.832665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:49.939088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:49.939251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:49.939293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:49.939320] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:49.942746] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-11T20:19:49.943042] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-11T20:19:49.943174] [INFO ] [sig       ] CCEC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:50.080408] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCEC.txt
[2025-12-11T20:19:50.080559] [INFO ] [sig       ] [629/3605] Completed CCEC in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-11T20:19:50.080620] [INFO ] [sig       ] [630/3605] Forecasting CCEP...
[2025-12-11T20:19:50.080650] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-11T20:19:50.080678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-11T20:19:50.092055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-11T20:19:50.092409] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-11T20:19:50.093198] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-11T20:19:50.093249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:50.093280] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:50.093306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:50.093362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:50.150565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:50.151490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:50.151597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:50.151633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:50.275903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:50.276057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:50.276123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:50.276157] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:50.279566] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-12-11T20:19:50.279898] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-11T20:19:50.280031] [INFO ] [sig       ] CCEP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:50.418877] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCEP.txt
[2025-12-11T20:19:50.419014] [INFO ] [sig       ] [630/3605] Completed CCEP in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-11T20:19:50.419052] [INFO ] [sig       ] [631/3605] Forecasting CCI...
[2025-12-11T20:19:50.419080] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-11T20:19:50.419108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-11T20:19:50.430862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-11T20:19:50.431165] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-11T20:19:50.431960] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-11T20:19:50.432012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:50.432046] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:50.432073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:50.432128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:50.488516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:50.489161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:50.489241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:50.489273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:50.607786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:50.607952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:50.607992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:50.608018] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:50.611284] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-11T20:19:50.611546] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-11T20:19:50.611683] [INFO ] [sig       ] CCI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:50.748726] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCI.txt
[2025-12-11T20:19:50.748862] [INFO ] [sig       ] [631/3605] Completed CCI in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-11T20:19:50.748902] [INFO ] [sig       ] [632/3605] Forecasting CCIF...
[2025-12-11T20:19:50.748931] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-11T20:19:50.748962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-11T20:19:50.760943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-11T20:19:50.761247] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-11T20:19:50.762037] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-11T20:19:50.762089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:50.762119] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:50.762147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:50.762203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:50.819267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:50.820151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:50.820235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:50.820268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:50.943311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:50.943460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:50.943501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:50.943562] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:50.946880] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-11T20:19:50.947149] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-11T20:19:50.947266] [INFO ] [sig       ] CCIF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:51.084753] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCIF.txt
[2025-12-11T20:19:51.084879] [INFO ] [sig       ] [632/3605] Completed CCIF in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-11T20:19:51.084925] [INFO ] [sig       ] [633/3605] Forecasting CCJ...
[2025-12-11T20:19:51.084956] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-11T20:19:51.084986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-11T20:19:51.097190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-11T20:19:51.097464] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-11T20:19:51.101269] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-11T20:19:51.101321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:51.101353] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:51.101379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:51.101435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:51.157733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:51.158404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:51.158480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:51.158512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:51.277641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:51.277781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:51.277828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:51.277858] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:51.281263] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2025-12-11T20:19:51.281534] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-11T20:19:51.281678] [INFO ] [sig       ] CCJ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:51.427046] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CCJ.txt
[2025-12-11T20:19:51.427223] [INFO ] [sig       ] [633/3605] Completed CCJ in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-11T20:19:51.427270] [INFO ] [sig       ] [634/3605] Forecasting CCK...
[2025-12-11T20:19:51.427301] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-11T20:19:51.427332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-11T20:19:51.439614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-11T20:19:51.439924] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-11T20:19:51.440751] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-11T20:19:51.440804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:51.440836] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:51.440862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:51.440918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:51.497980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:51.498689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:51.498767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:51.498799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:51.625009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:51.625169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:51.625207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:51.625236] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:51.628612] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-11T20:19:51.628879] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-11T20:19:51.628999] [INFO ] [sig       ] CCK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:51.765631] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCK.txt
[2025-12-11T20:19:51.765791] [INFO ] [sig       ] [634/3605] Completed CCK in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-11T20:19:51.765835] [INFO ] [sig       ] [635/3605] Forecasting CCL...
[2025-12-11T20:19:51.765865] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-11T20:19:51.765894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-11T20:19:51.778462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-11T20:19:51.778850] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-11T20:19:51.779669] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-11T20:19:51.779721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:51.779753] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:51.779778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:51.779832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:51.837385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:51.838163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:51.838245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:51.838277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:51.964077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:51.964245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:51.964292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:51.964325] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:51.967769] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-11T20:19:51.968056] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-11T20:19:51.968194] [INFO ] [sig       ] CCL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:52.108548] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CCL.txt
[2025-12-11T20:19:52.108699] [INFO ] [sig       ] [635/3605] Completed CCL in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-11T20:19:52.108739] [INFO ] [sig       ] [636/3605] Forecasting CCLD...
[2025-12-11T20:19:52.108767] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-11T20:19:52.108796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-11T20:19:52.123271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-11T20:19:52.123644] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-11T20:19:52.124427] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-11T20:19:52.124479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:52.124510] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:52.124535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:52.124612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:52.186355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:52.187194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:52.187272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:52.187304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:52.307738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:52.307914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:52.307956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:52.307985] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:52.311332] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-12-11T20:19:52.311641] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-11T20:19:52.311766] [INFO ] [sig       ] CCLD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:52.461312] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CCLD.txt
[2025-12-11T20:19:52.461470] [INFO ] [sig       ] [636/3605] Completed CCLD in 0.4s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-11T20:19:52.461514] [INFO ] [sig       ] [637/3605] Forecasting CCNE...
[2025-12-11T20:19:52.461542] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-11T20:19:52.461587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-11T20:19:52.475077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-11T20:19:52.475371] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-11T20:19:52.476250] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-11T20:19:52.476315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:52.476356] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:52.476393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:52.476470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:52.532546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:52.533444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:52.533528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:52.533559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:52.649440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:52.649613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:52.649653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:52.649681] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:52.652948] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=74.60%)
[2025-12-11T20:19:52.653210] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-11T20:19:52.653329] [INFO ] [sig       ] CCNE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:52.792674] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCNE.txt
[2025-12-11T20:19:52.792809] [INFO ] [sig       ] [637/3605] Completed CCNE in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-11T20:19:52.792848] [INFO ] [sig       ] [638/3605] Forecasting CCO...
[2025-12-11T20:19:52.792877] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-11T20:19:52.792905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-11T20:19:52.805324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-11T20:19:52.805650] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-11T20:19:52.806392] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-11T20:19:52.806443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:52.806473] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:52.806498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:52.806553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:52.862194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:52.862957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:52.863035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:52.863066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:52.983694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:52.983904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:52.983946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:52.983974] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:52.987312] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=6.28%)
[2025-12-11T20:19:52.987592] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-11T20:19:52.987714] [INFO ] [sig       ] CCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:53.123769] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CCO.txt
[2025-12-11T20:19:53.123916] [INFO ] [sig       ] [638/3605] Completed CCO in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-11T20:19:53.123953] [INFO ] [sig       ] [639/3605] Forecasting CCOI...
[2025-12-11T20:19:53.123982] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-11T20:19:53.124011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-11T20:19:53.136470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-11T20:19:53.136857] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-11T20:19:53.137662] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-11T20:19:53.137713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:53.137746] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:53.137772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:53.137859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:53.194537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:53.195404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:53.195519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:53.195552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:53.309564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:53.309735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:53.309776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:53.309804] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:53.313205] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: UP (p=69.90%)
[2025-12-11T20:19:53.313468] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-11T20:19:53.313609] [INFO ] [sig       ] CCOI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:53.450697] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCOI.txt
[2025-12-11T20:19:53.450830] [INFO ] [sig       ] [639/3605] Completed CCOI in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-11T20:19:53.450869] [INFO ] [sig       ] [640/3605] Forecasting CCRN...
[2025-12-11T20:19:53.450898] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-11T20:19:53.450927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-11T20:19:53.463279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-11T20:19:53.463669] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-11T20:19:53.464424] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-11T20:19:53.464474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:53.464505] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:53.464530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:53.464613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:53.523751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:53.524632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:53.524715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:53.524748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:53.643371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:53.643527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:53.643566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:53.643616] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:53.646888] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-11T20:19:53.647157] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-11T20:19:53.647276] [INFO ] [sig       ] CCRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:53.786301] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCRN.txt
[2025-12-11T20:19:53.786459] [INFO ] [sig       ] [640/3605] Completed CCRN in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-11T20:19:53.786499] [INFO ] [sig       ] [641/3605] Forecasting CCS...
[2025-12-11T20:19:53.786526] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-11T20:19:53.786554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-11T20:19:53.798691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-11T20:19:53.799081] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-11T20:19:53.799909] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-11T20:19:53.799961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:53.799992] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:53.800017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:53.800094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:53.856364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:53.857063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:53.857142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:53.857174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:53.976693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:53.976859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:53.976900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:53.976928] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:53.980402] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-11T20:19:53.980696] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-11T20:19:53.980827] [INFO ] [sig       ] CCS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:54.118160] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CCS.txt
[2025-12-11T20:19:54.118359] [INFO ] [sig       ] [641/3605] Completed CCS in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-11T20:19:54.118414] [INFO ] [sig       ] [642/3605] Forecasting CCSI...
[2025-12-11T20:19:54.118452] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-11T20:19:54.118492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-11T20:19:54.130994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-11T20:19:54.131353] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-11T20:19:54.132193] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-11T20:19:54.132246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:54.132289] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:54.132317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:54.132395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:54.193184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:54.194043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:54.194154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:54.194189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:54.310154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:54.310308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:54.310348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:54.310377] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:54.313759] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-12-11T20:19:54.314037] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-11T20:19:54.314163] [INFO ] [sig       ] CCSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:54.450896] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CCSI.txt
[2025-12-11T20:19:54.451039] [INFO ] [sig       ] [642/3605] Completed CCSI in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-11T20:19:54.451077] [INFO ] [sig       ] [643/3605] Forecasting CDC...
[2025-12-11T20:19:54.451107] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-11T20:19:54.451135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-11T20:19:54.462634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-11T20:19:54.462947] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-11T20:19:54.463714] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-11T20:19:54.463764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:54.463796] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:54.463822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:54.463877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:54.521002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:54.521687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:54.521766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:54.521798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:54.637708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:54.637887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:54.637932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:54.637961] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:54.641522] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-12-11T20:19:54.641827] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-11T20:19:54.641956] [INFO ] [sig       ] CDC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:54.779448] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CDC.txt
[2025-12-11T20:19:54.779630] [INFO ] [sig       ] [643/3605] Completed CDC in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-11T20:19:54.779684] [INFO ] [sig       ] [644/3605] Forecasting CDE...
[2025-12-11T20:19:54.779725] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-11T20:19:54.779769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-11T20:19:54.791321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-11T20:19:54.791713] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-11T20:19:54.792524] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-11T20:19:54.792600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:54.792635] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:54.792660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:54.792717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:54.854834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:54.855743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:54.855848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:54.855880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:54.989822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:54.989971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:54.990015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:54.990043] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:54.993389] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-12-11T20:19:54.993683] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-11T20:19:54.993809] [INFO ] [sig       ] CDE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:55.142857] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CDE.txt
[2025-12-11T20:19:55.143013] [INFO ] [sig       ] [644/3605] Completed CDE in 0.4s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-11T20:19:55.143051] [INFO ] [sig       ] [645/3605] Forecasting CDIO...
[2025-12-11T20:19:55.143080] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-11T20:19:55.143108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-11T20:19:55.154723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-11T20:19:55.155071] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-11T20:19:55.155853] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-11T20:19:55.155905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:55.155936] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:55.155961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:55.156016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:55.211635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:55.212437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:55.212514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:55.212545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:55.333590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:55.333734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:55.333772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:55.333800] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:55.337046] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=58.16%)
[2025-12-11T20:19:55.337305] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-11T20:19:55.337425] [INFO ] [sig       ] CDIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:55.473624] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CDIO.txt
[2025-12-11T20:19:55.473756] [INFO ] [sig       ] [645/3605] Completed CDIO in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-11T20:19:55.473799] [INFO ] [sig       ] [646/3605] Forecasting CDL...
[2025-12-11T20:19:55.473828] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-11T20:19:55.473857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-11T20:19:55.485289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-11T20:19:55.485623] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-11T20:19:55.486358] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-11T20:19:55.486408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:55.486463] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:55.486491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:55.486547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:55.542162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:55.542862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:55.542939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:55.542970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:55.648510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:55.648671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:55.648711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:55.648739] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:55.652008] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-11T20:19:55.652287] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-11T20:19:55.652407] [INFO ] [sig       ] CDL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:55.787732] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CDL.txt
[2025-12-11T20:19:55.787866] [INFO ] [sig       ] [646/3605] Completed CDL in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-11T20:19:55.787908] [INFO ] [sig       ] [647/3605] Forecasting CDNA...
[2025-12-11T20:19:55.787935] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-11T20:19:55.787963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-11T20:19:55.800219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-11T20:19:55.800608] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-11T20:19:55.801410] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-11T20:19:55.801462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:55.801494] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:55.801519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:55.801599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:55.858726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:55.859608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:55.859693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:55.859726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:55.978376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:55.978537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:55.978595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:55.978626] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:55.981944] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-11T20:19:55.982208] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-11T20:19:55.982329] [INFO ] [sig       ] CDNA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:56.122313] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CDNA.txt
[2025-12-11T20:19:56.122446] [INFO ] [sig       ] [647/3605] Completed CDNA in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-11T20:19:56.122484] [INFO ] [sig       ] [648/3605] Forecasting CDNS...
[2025-12-11T20:19:56.122513] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-11T20:19:56.122542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-11T20:19:56.134307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-11T20:19:56.134668] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-11T20:19:56.135439] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-11T20:19:56.135489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:56.135520] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:56.135545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:56.135624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:56.191597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:56.192475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:56.192562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:56.192614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:56.310906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:56.311059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:56.311100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:56.311127] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:56.314446] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-12-11T20:19:56.314727] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-11T20:19:56.314849] [INFO ] [sig       ] CDNS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:56.450277] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CDNS.txt
[2025-12-11T20:19:56.450415] [INFO ] [sig       ] [648/3605] Completed CDNS in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-11T20:19:56.450453] [INFO ] [sig       ] [649/3605] Forecasting CDP...
[2025-12-11T20:19:56.450481] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-11T20:19:56.450510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-11T20:19:56.461756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-11T20:19:56.462059] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-11T20:19:56.462826] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-11T20:19:56.462877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:56.462908] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:56.462934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:56.462989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:56.518625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:56.519342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:56.519419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:56.519451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:56.640722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:56.640872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:56.640912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:56.640984] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:56.644235] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-12-11T20:19:56.644507] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-11T20:19:56.644644] [INFO ] [sig       ] CDP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:56.779880] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CDP.txt
[2025-12-11T20:19:56.780009] [INFO ] [sig       ] [649/3605] Completed CDP in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-11T20:19:56.780048] [INFO ] [sig       ] [650/3605] Forecasting CDRE...
[2025-12-11T20:19:56.780076] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-11T20:19:56.780104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-11T20:19:56.791489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-11T20:19:56.791812] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-11T20:19:56.792546] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-11T20:19:56.792617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:56.792649] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:56.792674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:56.792728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:56.847929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:56.848652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:56.848732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:56.848764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:56.964615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:56.964770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:56.964810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:56.964837] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:56.968123] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-11T20:19:56.968393] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-11T20:19:56.968515] [INFO ] [sig       ] CDRE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:57.106816] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CDRE.txt
[2025-12-11T20:19:57.106949] [INFO ] [sig       ] [650/3605] Completed CDRE in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-11T20:19:57.106987] [INFO ] [sig       ] [651/3605] Forecasting CDRO...
[2025-12-11T20:19:57.107016] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-11T20:19:57.107044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-11T20:19:57.118316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-11T20:19:57.118657] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-11T20:19:57.119399] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-11T20:19:57.119448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:57.119478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:57.119503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:57.119557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:57.174847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:57.175600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:57.175691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:57.175723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:57.292305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:57.292470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:57.292525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:57.292562] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:57.296513] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-11T20:19:57.296918] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-11T20:19:57.297088] [INFO ] [sig       ] CDRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:57.448005] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CDRO.txt
[2025-12-11T20:19:57.448146] [INFO ] [sig       ] [651/3605] Completed CDRO in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-11T20:19:57.448186] [INFO ] [sig       ] [652/3605] Forecasting CDTX...
[2025-12-11T20:19:57.448213] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-11T20:19:57.448242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-11T20:19:57.460317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-11T20:19:57.460689] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-11T20:19:57.461518] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-11T20:19:57.461607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:57.461649] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:57.461676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:57.461733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:57.524909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:57.525647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:57.525727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:57.525760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:57.657852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:57.658006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:57.658045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:57.658073] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:57.662364] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-11T20:19:57.662759] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-11T20:19:57.662922] [INFO ] [sig       ] CDTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:57.804880] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CDTX.txt
[2025-12-11T20:19:57.805002] [INFO ] [sig       ] [652/3605] Completed CDTX in 0.4s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:19:57.805039] [INFO ] [sig       ] [653/3605] Forecasting CDXS...
[2025-12-11T20:19:57.805068] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-11T20:19:57.805096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-11T20:19:57.816021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-11T20:19:57.816309] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-11T20:19:57.817075] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-11T20:19:57.817125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:57.817157] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:57.817195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:57.817252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:57.872505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:57.873145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:57.873221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:57.873252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:57.990860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:57.991004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:57.991042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:57.991070] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:57.994318] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=72.39%)
[2025-12-11T20:19:57.994600] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-11T20:19:57.994723] [INFO ] [sig       ] CDXS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:58.177880] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CDXS.txt
[2025-12-11T20:19:58.178018] [INFO ] [sig       ] [653/3605] Completed CDXS in 0.4s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:19:58.178055] [INFO ] [sig       ] [654/3605] Forecasting CDZI...
[2025-12-11T20:19:58.178084] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-11T20:19:58.178113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-11T20:19:58.189041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-11T20:19:58.189326] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-11T20:19:58.190082] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-11T20:19:58.190132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:58.190163] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:58.190190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:58.190245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:58.245495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:58.246132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:58.246207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:58.246238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:58.365970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:58.366126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:58.366167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:58.366195] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:58.369511] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-11T20:19:58.369792] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-11T20:19:58.369911] [INFO ] [sig       ] CDZI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:58.509896] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CDZI.txt
[2025-12-11T20:19:58.510085] [INFO ] [sig       ] [654/3605] Completed CDZI in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:19:58.510133] [INFO ] [sig       ] [655/3605] Forecasting CE...
[2025-12-11T20:19:58.510166] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-11T20:19:58.510202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-11T20:19:58.522369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-11T20:19:58.522716] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-11T20:19:58.523592] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-11T20:19:58.523645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:58.523677] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:58.523703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:58.523758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:58.580491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:58.581247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:58.581340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:58.581374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:58.705262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:58.705426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:58.705467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:58.705494] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:58.708879] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-11T20:19:58.709151] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-11T20:19:58.709274] [INFO ] [sig       ] CE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:58.851954] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CE.txt
[2025-12-11T20:19:58.852105] [INFO ] [sig       ] [655/3605] Completed CE in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:19:58.852144] [INFO ] [sig       ] [656/3605] Forecasting CECO...
[2025-12-11T20:19:58.852174] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-11T20:19:58.852203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-11T20:19:58.863501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-11T20:19:58.863820] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-11T20:19:58.864612] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-11T20:19:58.864662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:58.864693] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:58.864718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:58.864774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:58.921985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:58.922851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:58.922964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:58.922998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:59.039265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:59.039428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:59.039470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:59.039499] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:59.043020] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2025-12-11T20:19:59.043345] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-11T20:19:59.043483] [INFO ] [sig       ] CECO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:59.188610] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CECO.txt
[2025-12-11T20:19:59.188762] [INFO ] [sig       ] [656/3605] Completed CECO in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:19:59.188799] [INFO ] [sig       ] [657/3605] Forecasting CEG...
[2025-12-11T20:19:59.188829] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-11T20:19:59.188863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-11T20:19:59.201386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-11T20:19:59.201780] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-11T20:19:59.202617] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-11T20:19:59.202670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:59.202704] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:59.202732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:59.202789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:59.260382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:59.261182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:59.261265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:59.261298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:59.385758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:59.385939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:59.385994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:59.386031] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:59.390680] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-12-11T20:19:59.391075] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-11T20:19:59.391241] [INFO ] [sig       ] CEG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:19:59.541739] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CEG.txt
[2025-12-11T20:19:59.541900] [INFO ] [sig       ] [657/3605] Completed CEG in 0.4s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:19:59.541942] [INFO ] [sig       ] [658/3605] Forecasting CELC...
[2025-12-11T20:19:59.541973] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-11T20:19:59.542002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-11T20:19:59.553595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-11T20:19:59.553941] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-11T20:19:59.554733] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-11T20:19:59.554785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:59.554814] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:59.554839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:59.554893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:59.612183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:59.613076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:59.613164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:59.613197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:19:59.730819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:19:59.730979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:19:59.731019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:19:59.731048] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:19:59.734615] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-11T20:19:59.734942] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-11T20:19:59.735083] [INFO ] [sig       ] CELC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:19:59.874225] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CELC.txt
[2025-12-11T20:19:59.874363] [INFO ] [sig       ] [658/3605] Completed CELC in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:19:59.874402] [INFO ] [sig       ] [659/3605] Forecasting CELH...
[2025-12-11T20:19:59.874431] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-11T20:19:59.874459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-11T20:19:59.885408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-11T20:19:59.885705] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-11T20:19:59.886472] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-11T20:19:59.886529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:19:59.886586] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:19:59.886619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:19:59.886675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:19:59.944383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:19:59.945065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:19:59.945144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:19:59.945176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:00.064756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:00.064906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:00.064946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:00.064975] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:00.068408] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-11T20:20:00.068699] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-11T20:20:00.068824] [INFO ] [sig       ] CELH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:00.207880] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CELH.txt
[2025-12-11T20:20:00.208053] [INFO ] [sig       ] [659/3605] Completed CELH in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:20:00.208093] [INFO ] [sig       ] [660/3605] Forecasting CELZ...
[2025-12-11T20:20:00.208122] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-11T20:20:00.208152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-11T20:20:00.219417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-11T20:20:00.219778] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-11T20:20:00.220558] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-11T20:20:00.220630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:00.220662] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:00.220689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:00.220744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:00.278627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:00.279428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:00.279513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:00.279547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:00.395875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:00.396027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:00.396067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:00.396095] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:00.399428] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-11T20:20:00.399716] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-11T20:20:00.399841] [INFO ] [sig       ] CELZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:00.539344] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CELZ.txt
[2025-12-11T20:20:00.539495] [INFO ] [sig       ] [660/3605] Completed CELZ in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:20:00.539535] [INFO ] [sig       ] [661/3605] Forecasting CENTA...
[2025-12-11T20:20:00.539562] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-11T20:20:00.539612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-11T20:20:00.551292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-11T20:20:00.551661] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-11T20:20:00.552426] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-11T20:20:00.552477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:00.552509] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:00.552535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:00.552615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:00.611519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:00.612498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:00.612617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:00.612662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:00.734638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:00.734793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:00.734832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:00.734859] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:00.738194] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-11T20:20:00.738465] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-11T20:20:00.738608] [INFO ] [sig       ] CENTA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:00.876070] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CENTA.txt
[2025-12-11T20:20:00.876212] [INFO ] [sig       ] [661/3605] Completed CENTA in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-11T20:20:00.876250] [INFO ] [sig       ] [662/3605] Forecasting CENX...
[2025-12-11T20:20:00.876280] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-11T20:20:00.876309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-11T20:20:00.889938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-11T20:20:00.890220] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-11T20:20:00.891038] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-11T20:20:00.891090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:00.891122] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:00.891147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:00.891202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:00.950647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:00.951426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:00.951511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:00.951542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:01.075723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:01.075879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:01.075919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:01.075948] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:01.079281] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=78.58%)
[2025-12-11T20:20:01.079549] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-11T20:20:01.079691] [INFO ] [sig       ] CENX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:01.220560] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CENX.txt
[2025-12-11T20:20:01.220714] [INFO ] [sig       ] [662/3605] Completed CENX in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-11T20:20:01.220754] [INFO ] [sig       ] [663/3605] Forecasting CERS...
[2025-12-11T20:20:01.220781] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-11T20:20:01.220810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-11T20:20:01.233131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-11T20:20:01.233445] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-11T20:20:01.234237] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-11T20:20:01.234288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:01.234346] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:01.234373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:01.234429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:01.291161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:01.292036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:01.292121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:01.292154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:01.417346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:01.417547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:01.417611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:01.417642] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:01.421894] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=36.25%)
[2025-12-11T20:20:01.422340] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-11T20:20:01.422508] [INFO ] [sig       ] CERS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:01.578031] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CERS.txt
[2025-12-11T20:20:01.578164] [INFO ] [sig       ] [663/3605] Completed CERS in 0.4s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-11T20:20:01.578203] [INFO ] [sig       ] [664/3605] Forecasting CETX...
[2025-12-11T20:20:01.578231] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-11T20:20:01.578260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-11T20:20:01.591619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-11T20:20:01.591994] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-11T20:20:01.592893] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-11T20:20:01.592945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:01.592977] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:01.593005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:01.593106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:01.664260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:01.665200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:01.665306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:01.665341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:01.786821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:01.786954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:01.786994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:01.787023] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:01.790486] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-11T20:20:01.790812] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-11T20:20:01.790947] [INFO ] [sig       ] CETX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:01.954446] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CETX.txt
[2025-12-11T20:20:01.954619] [INFO ] [sig       ] [664/3605] Completed CETX in 0.4s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-11T20:20:01.954663] [INFO ] [sig       ] [665/3605] Forecasting CEVA...
[2025-12-11T20:20:01.954694] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-11T20:20:01.954723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-11T20:20:01.967624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-11T20:20:01.967991] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-11T20:20:01.969130] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-11T20:20:01.969182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:01.969214] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:01.969239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:01.969298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:02.028402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:02.029324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:02.029427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:02.029461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:02.154780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:02.154930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:02.154969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:02.154996] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:02.158342] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-12-11T20:20:02.158643] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-11T20:20:02.158775] [INFO ] [sig       ] CEVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:02.301831] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CEVA.txt
[2025-12-11T20:20:02.301987] [INFO ] [sig       ] [665/3605] Completed CEVA in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-11T20:20:02.302025] [INFO ] [sig       ] [666/3605] Forecasting CF...
[2025-12-11T20:20:02.302054] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-11T20:20:02.302083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-11T20:20:02.313970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-11T20:20:02.314322] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-11T20:20:02.315100] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-11T20:20:02.315162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:02.315194] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:02.315220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:02.315274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:02.373296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:02.374356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:02.374440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:02.374472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:02.497982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:02.498135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:02.498174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:02.498243] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:02.501566] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=27.75%)
[2025-12-11T20:20:02.501857] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-11T20:20:02.501975] [INFO ] [sig       ] CF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:02.644649] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CF.txt
[2025-12-11T20:20:02.644799] [INFO ] [sig       ] [666/3605] Completed CF in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-11T20:20:02.644838] [INFO ] [sig       ] [667/3605] Forecasting CFFN...
[2025-12-11T20:20:02.644867] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-11T20:20:02.644896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-11T20:20:02.720644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-11T20:20:02.721043] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-11T20:20:02.721896] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-11T20:20:02.721960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:02.722001] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:02.722028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:02.722084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:02.791402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:02.792449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:02.792536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:02.792569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:02.922037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:02.922202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:02.922257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:02.922297] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:02.926283] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-11T20:20:02.926630] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-11T20:20:02.926777] [INFO ] [sig       ] CFFN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:03.075696] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CFFN.txt
[2025-12-11T20:20:03.075825] [INFO ] [sig       ] [667/3605] Completed CFFN in 0.4s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-11T20:20:03.075863] [INFO ] [sig       ] [668/3605] Forecasting CFG...
[2025-12-11T20:20:03.075892] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-11T20:20:03.075920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-11T20:20:03.087484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-11T20:20:03.087922] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-11T20:20:03.088741] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-11T20:20:03.088793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:03.088824] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:03.088850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:03.088907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:03.148976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:03.149850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:03.149931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:03.149965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:03.269175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:03.269330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:03.269370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:03.269399] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:03.272726] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-12-11T20:20:03.273028] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-11T20:20:03.273158] [INFO ] [sig       ] CFG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:03.411178] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CFG.txt
[2025-12-11T20:20:03.411307] [INFO ] [sig       ] [668/3605] Completed CFG in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-11T20:20:03.411345] [INFO ] [sig       ] [669/3605] Forecasting CFO...
[2025-12-11T20:20:03.411374] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-11T20:20:03.411403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-11T20:20:03.423369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-11T20:20:03.423763] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-11T20:20:03.424543] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-11T20:20:03.424610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:03.424642] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:03.424668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:03.424723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:03.480005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:03.480692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:03.480773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:03.480804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:03.592096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:03.592266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:03.592306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:03.592333] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:03.595646] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-12-11T20:20:03.595921] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-11T20:20:03.596045] [INFO ] [sig       ] CFO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:03.732884] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CFO.txt
[2025-12-11T20:20:03.733042] [INFO ] [sig       ] [669/3605] Completed CFO in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-11T20:20:03.733087] [INFO ] [sig       ] [670/3605] Forecasting CG...
[2025-12-11T20:20:03.733116] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-11T20:20:03.733145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-11T20:20:03.745107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-11T20:20:03.745489] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-11T20:20:03.746305] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-11T20:20:03.746358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:03.746392] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:03.746420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:03.746481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:03.805715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:03.806467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:03.806548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:03.806621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:03.925968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:03.926121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:03.926160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:03.926189] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:03.929471] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-11T20:20:03.929751] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-11T20:20:03.929873] [INFO ] [sig       ] CG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:04.066067] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CG.txt
[2025-12-11T20:20:04.066189] [INFO ] [sig       ] [670/3605] Completed CG in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-11T20:20:04.066227] [INFO ] [sig       ] [671/3605] Forecasting CGABL...
[2025-12-11T20:20:04.066256] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-11T20:20:04.066285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-11T20:20:04.077543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-11T20:20:04.077894] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-11T20:20:04.078663] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-11T20:20:04.078712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:04.078744] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:04.078769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:04.078824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:04.135425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:04.136332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:04.136416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:04.136449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:04.249831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:04.249989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:04.250029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:04.250057] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:04.253475] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-12-11T20:20:04.253773] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-11T20:20:04.253919] [INFO ] [sig       ] CGABL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:04.390627] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CGABL.txt
[2025-12-11T20:20:04.390775] [INFO ] [sig       ] [671/3605] Completed CGABL in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-11T20:20:04.390813] [INFO ] [sig       ] [672/3605] Forecasting CGBD...
[2025-12-11T20:20:04.390844] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-11T20:20:04.390872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-11T20:20:04.402337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-11T20:20:04.402620] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-11T20:20:04.403361] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-11T20:20:04.403410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:04.403441] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:04.403470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:04.403526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:04.460952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:04.461751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:04.461832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:04.461864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:04.580009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:04.580161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:04.580205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:04.580233] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:04.583532] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-11T20:20:04.583818] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-11T20:20:04.583936] [INFO ] [sig       ] CGBD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:04.720910] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CGBD.txt
[2025-12-11T20:20:04.721036] [INFO ] [sig       ] [672/3605] Completed CGBD in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-11T20:20:04.721074] [INFO ] [sig       ] [673/3605] Forecasting CGC...
[2025-12-11T20:20:04.721101] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-11T20:20:04.721130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-11T20:20:04.732804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-11T20:20:04.733067] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-11T20:20:04.733821] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-11T20:20:04.733871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:04.733902] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:04.733929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:04.733984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:04.789885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:04.790515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:04.790630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:04.790664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:04.907087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:04.907242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:04.907298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:04.907327] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:04.910818] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-11T20:20:04.911090] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-11T20:20:04.911209] [INFO ] [sig       ] CGC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:05.049328] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CGC.txt
[2025-12-11T20:20:05.049469] [INFO ] [sig       ] [673/3605] Completed CGC in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-11T20:20:05.049509] [INFO ] [sig       ] [674/3605] Forecasting CGEM...
[2025-12-11T20:20:05.049537] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-11T20:20:05.049566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-11T20:20:05.060839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-11T20:20:05.061141] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-11T20:20:05.061905] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-11T20:20:05.061956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:05.061986] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:05.062012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:05.062068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:05.119506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:05.120389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:05.120482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:05.120538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:05.243803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:05.243962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:05.244001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:05.244029] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:05.247389] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-11T20:20:05.247714] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-11T20:20:05.247871] [INFO ] [sig       ] CGEM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:05.391346] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CGEM.txt
[2025-12-11T20:20:05.391495] [INFO ] [sig       ] [674/3605] Completed CGEM in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-11T20:20:05.391534] [INFO ] [sig       ] [675/3605] Forecasting CGEN...
[2025-12-11T20:20:05.391563] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-11T20:20:05.391613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-11T20:20:05.405901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-11T20:20:05.406349] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-11T20:20:05.407455] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-11T20:20:05.407529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:05.407602] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:05.407652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:05.407742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:05.469871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:05.470771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:05.470855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:05.470889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:05.592009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:05.592170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:05.592212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:05.592241] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:05.595799] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=34.80%)
[2025-12-11T20:20:05.596085] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-11T20:20:05.596213] [INFO ] [sig       ] CGEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:05.743911] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CGEN.txt
[2025-12-11T20:20:05.744063] [INFO ] [sig       ] [675/3605] Completed CGEN in 0.4s | 2.94 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-11T20:20:05.744105] [INFO ] [sig       ] [676/3605] Forecasting CGNX...
[2025-12-11T20:20:05.744136] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-11T20:20:05.744166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-11T20:20:05.756708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-11T20:20:05.757076] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-11T20:20:05.758114] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-11T20:20:05.758166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:05.758199] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:05.758226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:05.758283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:05.815422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:05.816309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:05.816395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:05.816429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:05.941967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:05.942107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:05.942148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:05.942178] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:05.945607] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-12-11T20:20:05.945879] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-11T20:20:05.946006] [INFO ] [sig       ] CGNX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:06.085918] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CGNX.txt
[2025-12-11T20:20:06.086086] [INFO ] [sig       ] [676/3605] Completed CGNX in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-11T20:20:06.086126] [INFO ] [sig       ] [677/3605] Forecasting CGO...
[2025-12-11T20:20:06.086156] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-11T20:20:06.086187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-11T20:20:06.097446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-11T20:20:06.097783] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-11T20:20:06.098604] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-11T20:20:06.098656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:06.098699] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:06.098729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:06.098785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:06.155531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:06.156261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:06.156340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:06.156376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:06.270189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:06.270336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:06.270376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:06.270404] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:06.273888] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-12-11T20:20:06.274155] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-11T20:20:06.274275] [INFO ] [sig       ] CGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:06.413924] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CGO.txt
[2025-12-11T20:20:06.414075] [INFO ] [sig       ] [677/3605] Completed CGO in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-11T20:20:06.414116] [INFO ] [sig       ] [678/3605] Forecasting CGON...
[2025-12-11T20:20:06.414145] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-11T20:20:06.414175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-11T20:20:06.425136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-11T20:20:06.425551] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-11T20:20:06.426407] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-11T20:20:06.426460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:06.426492] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:06.426522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:06.426603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:06.484698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:06.485533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:06.485630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:06.485665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:06.606565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:06.606719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:06.606756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:06.606783] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:06.610136] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-12-11T20:20:06.610401] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-11T20:20:06.610522] [INFO ] [sig       ] CGON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:06.753405] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CGON.txt
[2025-12-11T20:20:06.753553] [INFO ] [sig       ] [678/3605] Completed CGON in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-11T20:20:06.753610] [INFO ] [sig       ] [679/3605] Forecasting CGTX...
[2025-12-11T20:20:06.753642] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-11T20:20:06.753672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-11T20:20:06.764834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-11T20:20:06.765210] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-11T20:20:06.766015] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-11T20:20:06.766066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:06.766097] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:06.766123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:06.766179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:06.824241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:06.825152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:06.825239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:06.825272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:06.947268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:06.947416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:06.947455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:06.947485] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:06.950908] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2025-12-11T20:20:06.951177] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-11T20:20:06.951298] [INFO ] [sig       ] CGTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:07.086311] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CGTX.txt
[2025-12-11T20:20:07.086445] [INFO ] [sig       ] [679/3605] Completed CGTX in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-11T20:20:07.086485] [INFO ] [sig       ] [680/3605] Forecasting CHCI...
[2025-12-11T20:20:07.086514] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-11T20:20:07.086547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-11T20:20:07.097962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-11T20:20:07.098289] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-11T20:20:07.099053] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-11T20:20:07.099103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:07.099159] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:07.099187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:07.099243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:07.154679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:07.155388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:07.155468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:07.155499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:07.267516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:07.267684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:07.267723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:07.267750] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:07.271047] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=44.31%)
[2025-12-11T20:20:07.271314] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-11T20:20:07.271436] [INFO ] [sig       ] CHCI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:07.413324] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CHCI.txt
[2025-12-11T20:20:07.413510] [INFO ] [sig       ] [680/3605] Completed CHCI in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-11T20:20:07.413561] [INFO ] [sig       ] [681/3605] Forecasting CHCO...
[2025-12-11T20:20:07.413628] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-11T20:20:07.413662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-11T20:20:07.424959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-11T20:20:07.425243] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-11T20:20:07.426046] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-11T20:20:07.426097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:07.426129] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:07.426155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:07.426210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:07.482235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:07.483038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:07.483119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:07.483150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:07.606487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:07.606668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:07.606712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:07.606740] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:07.610184] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-12-11T20:20:07.610472] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-11T20:20:07.610626] [INFO ] [sig       ] CHCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:07.750624] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHCO.txt
[2025-12-11T20:20:07.750769] [INFO ] [sig       ] [681/3605] Completed CHCO in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-11T20:20:07.750809] [INFO ] [sig       ] [682/3605] Forecasting CHD...
[2025-12-11T20:20:07.750839] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-11T20:20:07.750869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-11T20:20:07.761810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-11T20:20:07.762093] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-11T20:20:07.762870] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-11T20:20:07.762921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:07.762952] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:07.762978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:07.763032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:07.820403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:07.821166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:07.821248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:07.821280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:07.946796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:07.946947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:07.946985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:07.947013] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:07.950258] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-11T20:20:07.950531] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-11T20:20:07.950676] [INFO ] [sig       ] CHD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:08.087208] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHD.txt
[2025-12-11T20:20:08.087352] [INFO ] [sig       ] [682/3605] Completed CHD in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-11T20:20:08.087390] [INFO ] [sig       ] [683/3605] Forecasting CHDN...
[2025-12-11T20:20:08.087420] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-11T20:20:08.087450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-11T20:20:08.098860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-11T20:20:08.099206] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-11T20:20:08.099996] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-11T20:20:08.100059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:08.100094] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:08.100123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:08.100179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:08.156884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:08.157737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:08.157835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:08.157869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:08.279997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:08.280164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:08.280212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:08.280271] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:08.283665] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-12-11T20:20:08.283943] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-11T20:20:08.284068] [INFO ] [sig       ] CHDN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:08.421525] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CHDN.txt
[2025-12-11T20:20:08.421694] [INFO ] [sig       ] [683/3605] Completed CHDN in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-11T20:20:08.421733] [INFO ] [sig       ] [684/3605] Forecasting CHE...
[2025-12-11T20:20:08.421764] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-11T20:20:08.421794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-11T20:20:08.432720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-11T20:20:08.433022] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-11T20:20:08.433792] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-11T20:20:08.433843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:08.433874] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:08.433900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:08.433954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:08.490035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:08.490818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:08.490897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:08.490928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:08.606608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:08.606764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:08.606803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:08.606849] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:08.610159] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=65.85%)
[2025-12-11T20:20:08.610419] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-11T20:20:08.610541] [INFO ] [sig       ] CHE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:08.747160] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHE.txt
[2025-12-11T20:20:08.747299] [INFO ] [sig       ] [684/3605] Completed CHE in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-11T20:20:08.747340] [INFO ] [sig       ] [685/3605] Forecasting CHEF...
[2025-12-11T20:20:08.747370] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-11T20:20:08.747399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-11T20:20:08.760237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-11T20:20:08.760519] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-11T20:20:08.761308] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-11T20:20:08.761360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:08.761392] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:08.761418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:08.761476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:08.820328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:08.821338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:08.821418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:08.821450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:08.940111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:08.940250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:08.940289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:08.940317] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:08.943778] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-12-11T20:20:08.944083] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-11T20:20:08.944205] [INFO ] [sig       ] CHEF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:09.085184] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CHEF.txt
[2025-12-11T20:20:09.085338] [INFO ] [sig       ] [685/3605] Completed CHEF in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-11T20:20:09.085378] [INFO ] [sig       ] [686/3605] Forecasting CHH...
[2025-12-11T20:20:09.085407] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-11T20:20:09.085437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-11T20:20:09.096720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-11T20:20:09.097019] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-11T20:20:09.097777] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-11T20:20:09.097850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:09.097881] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:09.097908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:09.097964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:09.154316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:09.155188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:09.155269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:09.155317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:09.272270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:09.272419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:09.272457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:09.272485] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:09.275761] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-11T20:20:09.276023] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-11T20:20:09.276140] [INFO ] [sig       ] CHH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:09.414557] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHH.txt
[2025-12-11T20:20:09.414754] [INFO ] [sig       ] [686/3605] Completed CHH in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-11T20:20:09.414793] [INFO ] [sig       ] [687/3605] Forecasting CHI...
[2025-12-11T20:20:09.414823] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-11T20:20:09.414854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-11T20:20:09.427135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-11T20:20:09.427508] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-11T20:20:09.428355] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-11T20:20:09.428406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:09.428438] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:09.428464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:09.428518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:09.491242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:09.492277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:09.492378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:09.492423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:09.623345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:09.623509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:09.623562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:09.623638] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:09.627112] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-11T20:20:09.627402] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-11T20:20:09.627531] [INFO ] [sig       ] CHI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:09.763948] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CHI.txt
[2025-12-11T20:20:09.764085] [INFO ] [sig       ] [687/3605] Completed CHI in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-11T20:20:09.764124] [INFO ] [sig       ] [688/3605] Forecasting CHKP...
[2025-12-11T20:20:09.764151] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-11T20:20:09.764179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-11T20:20:09.779739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-11T20:20:09.780237] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-11T20:20:09.781403] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-11T20:20:09.781475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:09.781529] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:09.781598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:09.781712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:09.851042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:09.852202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:09.852310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:09.852365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:09.978365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:09.978519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:09.978559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:09.978606] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:09.981903] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-11T20:20:09.982170] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-11T20:20:09.982293] [INFO ] [sig       ] CHKP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:10.129130] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHKP.txt
[2025-12-11T20:20:10.129286] [INFO ] [sig       ] [688/3605] Completed CHKP in 0.4s | 2.94 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-11T20:20:10.129327] [INFO ] [sig       ] [689/3605] Forecasting CHMI...
[2025-12-11T20:20:10.129356] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-11T20:20:10.129385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-11T20:20:10.142036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-11T20:20:10.142416] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-11T20:20:10.143250] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-11T20:20:10.143304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:10.143337] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:10.143363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:10.143420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:10.202394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:10.203262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:10.203344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:10.203378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:10.320172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:10.320310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:10.320352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:10.320381] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:10.323719] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-11T20:20:10.323991] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-11T20:20:10.324115] [INFO ] [sig       ] CHMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:10.464311] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHMI.txt
[2025-12-11T20:20:10.464439] [INFO ] [sig       ] [689/3605] Completed CHMI in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-11T20:20:10.464476] [INFO ] [sig       ] [690/3605] Forecasting CHRD...
[2025-12-11T20:20:10.464505] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-11T20:20:10.464534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-11T20:20:10.475654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-11T20:20:10.475964] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-11T20:20:10.476796] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-11T20:20:10.476857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:10.476891] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:10.476920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:10.476977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:10.534913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:10.535637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:10.535755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:10.535802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:10.654941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:10.655089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:10.655128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:10.655156] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:10.658455] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=56.09%)
[2025-12-11T20:20:10.658740] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-11T20:20:10.658856] [INFO ] [sig       ] CHRD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:10.796679] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHRD.txt
[2025-12-11T20:20:10.796804] [INFO ] [sig       ] [690/3605] Completed CHRD in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-11T20:20:10.796841] [INFO ] [sig       ] [691/3605] Forecasting CHRS...
[2025-12-11T20:20:10.796873] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-11T20:20:10.796902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-11T20:20:10.808161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-11T20:20:10.808485] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-11T20:20:10.809360] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-11T20:20:10.809413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:10.809446] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:10.809473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:10.809530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:10.866074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:10.866804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:10.866880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:10.866912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:10.986011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:10.986162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:10.986205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:10.986233] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:10.989698] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-12-11T20:20:10.989986] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-11T20:20:10.990119] [INFO ] [sig       ] CHRS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:11.129048] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHRS.txt
[2025-12-11T20:20:11.129189] [INFO ] [sig       ] [691/3605] Completed CHRS in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-11T20:20:11.129229] [INFO ] [sig       ] [692/3605] Forecasting CHSCL...
[2025-12-11T20:20:11.129258] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-11T20:20:11.129288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-11T20:20:11.140807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-11T20:20:11.141152] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-11T20:20:11.141992] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-11T20:20:11.142044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:11.142076] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:11.142103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:11.142159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:11.198766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:11.199411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:11.199491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:11.199525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:11.311840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:11.311979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:11.312018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:11.312045] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:11.315291] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-11T20:20:11.315555] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-11T20:20:11.315693] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:11.451970] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHSCL.txt
[2025-12-11T20:20:11.452111] [INFO ] [sig       ] [692/3605] Completed CHSCL in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-11T20:20:11.452148] [INFO ] [sig       ] [693/3605] Forecasting CHSCM...
[2025-12-11T20:20:11.452177] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-11T20:20:11.452205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-11T20:20:11.463991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-11T20:20:11.464377] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-11T20:20:11.465225] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-11T20:20:11.465279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:11.465312] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:11.465338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:11.465395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:11.523077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:11.523789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:11.523871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:11.523926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:11.636702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:11.636843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:11.636881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:11.636912] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:11.640233] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-11T20:20:11.640504] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-11T20:20:11.640651] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:11.793705] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CHSCM.txt
[2025-12-11T20:20:11.793852] [INFO ] [sig       ] [693/3605] Completed CHSCM in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-11T20:20:11.793893] [INFO ] [sig       ] [694/3605] Forecasting CHSCN...
[2025-12-11T20:20:11.793921] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-11T20:20:11.793950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-11T20:20:11.805220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-11T20:20:11.805518] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-11T20:20:11.806293] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-11T20:20:11.806343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:11.806374] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:11.806400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:11.806456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:11.862360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:11.863022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:11.863100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:11.863132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:11.977305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:11.977461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:11.977501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:11.977528] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:11.980934] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-11T20:20:11.981219] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-11T20:20:11.981347] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:12.118593] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CHSCN.txt
[2025-12-11T20:20:12.118742] [INFO ] [sig       ] [694/3605] Completed CHSCN in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-11T20:20:12.118781] [INFO ] [sig       ] [695/3605] Forecasting CHSCO...
[2025-12-11T20:20:12.118811] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-11T20:20:12.118839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-11T20:20:12.129708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-11T20:20:12.129989] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-11T20:20:12.130743] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-11T20:20:12.130792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:12.130823] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:12.130849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:12.130903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:12.186220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:12.186831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:12.186907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:12.186938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:12.298850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:12.298987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:12.299024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:12.299052] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:12.302289] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2025-12-11T20:20:12.302549] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-11T20:20:12.302685] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:12.443457] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHSCO.txt
[2025-12-11T20:20:12.443625] [INFO ] [sig       ] [695/3605] Completed CHSCO in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-11T20:20:12.443669] [INFO ] [sig       ] [696/3605] Forecasting CHSCP...
[2025-12-11T20:20:12.443702] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-11T20:20:12.443731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-11T20:20:12.455246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-11T20:20:12.455595] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-11T20:20:12.456356] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-11T20:20:12.456408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:12.456439] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:12.456465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:12.456520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:12.512382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:12.513240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:12.513325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:12.513357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:12.613944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:12.614086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:12.614125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:12.614152] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:12.617383] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-12-11T20:20:12.617662] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-11T20:20:12.617782] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:12.754325] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHSCP.txt
[2025-12-11T20:20:12.754454] [INFO ] [sig       ] [696/3605] Completed CHSCP in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-11T20:20:12.754492] [INFO ] [sig       ] [697/3605] Forecasting CHWY...
[2025-12-11T20:20:12.754521] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-11T20:20:12.754550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-11T20:20:12.765435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-11T20:20:12.765729] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-11T20:20:12.766470] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-11T20:20:12.766544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:12.766593] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:12.766622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:12.766679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:12.823364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:12.824070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:12.824146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:12.824177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:12.948952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:12.949094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:12.949134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:12.949162] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:12.952510] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-12-11T20:20:12.952802] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-11T20:20:12.952928] [INFO ] [sig       ] CHWY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:13.093054] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHWY.txt
[2025-12-11T20:20:13.093185] [INFO ] [sig       ] [697/3605] Completed CHWY in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-11T20:20:13.093221] [INFO ] [sig       ] [698/3605] Forecasting CHY...
[2025-12-11T20:20:13.093249] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-11T20:20:13.093278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-11T20:20:13.104176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-11T20:20:13.104459] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-11T20:20:13.105257] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-11T20:20:13.105307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:13.105338] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:13.105364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:13.105419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:13.162102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:13.162945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:13.163027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:13.163061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:13.289229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:13.289488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:13.289532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:13.289560] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:13.293015] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-12-11T20:20:13.293294] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-11T20:20:13.293417] [INFO ] [sig       ] CHY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:13.430312] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CHY.txt
[2025-12-11T20:20:13.430447] [INFO ] [sig       ] [698/3605] Completed CHY in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-11T20:20:13.430486] [INFO ] [sig       ] [699/3605] Forecasting CI...
[2025-12-11T20:20:13.430514] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-11T20:20:13.430544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-11T20:20:13.442682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-11T20:20:13.443029] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-11T20:20:13.443827] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-11T20:20:13.443878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:13.443909] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:13.443935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:13.444003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:13.500261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:13.501080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:13.501163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:13.501194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:13.618712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:13.618860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:13.618900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:13.618927] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:13.622204] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=67.10%)
[2025-12-11T20:20:13.622476] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-11T20:20:13.622614] [INFO ] [sig       ] CI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:13.759914] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CI.txt
[2025-12-11T20:20:13.760066] [INFO ] [sig       ] [699/3605] Completed CI in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-11T20:20:13.760105] [INFO ] [sig       ] [700/3605] Forecasting CIA...
[2025-12-11T20:20:13.760135] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-11T20:20:13.760164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-11T20:20:13.771051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-11T20:20:13.771417] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-11T20:20:13.772198] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-11T20:20:13.772249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:13.772281] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:13.772308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:13.772363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:13.829826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:13.830688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:13.830770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:13.830803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:13.956173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:13.956292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:13.956332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:13.956391] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:13.959836] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2025-12-11T20:20:13.960107] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-11T20:20:13.960230] [INFO ] [sig       ] CIA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:14.100762] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CIA.txt
[2025-12-11T20:20:14.100896] [INFO ] [sig       ] [700/3605] Completed CIA in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-11T20:20:14.100934] [INFO ] [sig       ] [701/3605] Forecasting CIB...
[2025-12-11T20:20:14.100965] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-11T20:20:14.100994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-11T20:20:14.112155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-11T20:20:14.112460] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-11T20:20:14.113260] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-11T20:20:14.113323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:14.113356] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:14.113383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:14.113440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:14.171068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:14.171779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:14.171870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:14.171904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:14.294710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:14.294855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:14.294895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:14.294923] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:14.301532] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-11T20:20:14.301882] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-11T20:20:14.302011] [INFO ] [sig       ] CIB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:14.440749] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CIB.txt
[2025-12-11T20:20:14.440884] [INFO ] [sig       ] [701/3605] Completed CIB in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-11T20:20:14.440923] [INFO ] [sig       ] [702/3605] Forecasting CIEN...
[2025-12-11T20:20:14.440951] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-11T20:20:14.440979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-11T20:20:14.453293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-11T20:20:14.453680] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-11T20:20:14.454507] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-11T20:20:14.454589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:14.454634] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:14.454663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:14.454736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:14.522665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:14.523740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:14.523847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:14.523897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:14.655974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:14.656124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:14.656165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:14.656194] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:14.660022] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=80.64%)
[2025-12-11T20:20:14.660310] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-11T20:20:14.660450] [INFO ] [sig       ] CIEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:14.808206] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CIEN.txt
[2025-12-11T20:20:14.808352] [INFO ] [sig       ] [702/3605] Completed CIEN in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-11T20:20:14.808388] [INFO ] [sig       ] [703/3605] Forecasting CIF...
[2025-12-11T20:20:14.808416] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-11T20:20:14.808447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-11T20:20:14.819740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-11T20:20:14.820055] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-11T20:20:14.820827] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-11T20:20:14.820877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:14.820907] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:14.820932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:14.820987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:14.877552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:14.878393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:14.878475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:14.878506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:14.983721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:14.983859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:14.983898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:14.983926] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:14.987156] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-11T20:20:14.987416] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-11T20:20:14.987532] [INFO ] [sig       ] CIF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:15.123256] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CIF.txt
[2025-12-11T20:20:15.123369] [INFO ] [sig       ] [703/3605] Completed CIF in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-11T20:20:15.123406] [INFO ] [sig       ] [704/3605] Forecasting CIG...
[2025-12-11T20:20:15.123438] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-11T20:20:15.123467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-11T20:20:15.135453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-11T20:20:15.135915] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-11T20:20:15.136790] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-11T20:20:15.136843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:15.136875] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:15.136901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:15.136956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:15.194447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:15.195365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:15.195463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:15.195493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:15.313717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:15.313884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:15.313925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:15.313953] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:15.317376] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-11T20:20:15.317690] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-11T20:20:15.317844] [INFO ] [sig       ] CIG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:15.456554] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CIG.txt
[2025-12-11T20:20:15.456704] [INFO ] [sig       ] [704/3605] Completed CIG in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:15.456750] [INFO ] [sig       ] [705/3605] Forecasting CIGI...
[2025-12-11T20:20:15.456779] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-11T20:20:15.456807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-11T20:20:15.468142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-11T20:20:15.468423] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-11T20:20:15.469233] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-11T20:20:15.469283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:15.469314] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:15.469340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:15.469395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:15.528289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:15.528949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:15.529028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:15.529061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:15.647343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:15.647467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:15.647505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:15.647531] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:15.650844] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-12-11T20:20:15.651112] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-11T20:20:15.651233] [INFO ] [sig       ] CIGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:15.799404] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CIGI.txt
[2025-12-11T20:20:15.799521] [INFO ] [sig       ] [705/3605] Completed CIGI in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:15.799557] [INFO ] [sig       ] [706/3605] Forecasting CII...
[2025-12-11T20:20:15.799605] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-11T20:20:15.799635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-11T20:20:15.811137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-11T20:20:15.811434] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-11T20:20:15.812258] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-11T20:20:15.812311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:15.812343] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:15.812370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:15.812428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:15.869133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:15.869773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:15.869848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:15.869880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:15.991143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:15.991279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:15.991316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:15.991344] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:15.994519] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-11T20:20:15.994801] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-11T20:20:15.994942] [INFO ] [sig       ] CII: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:16.133016] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CII.txt
[2025-12-11T20:20:16.133131] [INFO ] [sig       ] [706/3605] Completed CII in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:16.133168] [INFO ] [sig       ] [707/3605] Forecasting CIM...
[2025-12-11T20:20:16.133196] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-11T20:20:16.133224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-11T20:20:16.144845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-11T20:20:16.145108] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-11T20:20:16.145890] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-11T20:20:16.145944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:16.145975] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:16.146001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:16.146056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:16.202604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:16.203198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:16.203298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:16.203332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:16.318295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:16.318443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:16.318483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:16.318511] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:16.321772] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-11T20:20:16.322034] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-11T20:20:16.322151] [INFO ] [sig       ] CIM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:16.461843] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CIM.txt
[2025-12-11T20:20:16.461964] [INFO ] [sig       ] [707/3605] Completed CIM in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:16.462000] [INFO ] [sig       ] [708/3605] Forecasting CINF...
[2025-12-11T20:20:16.462030] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-11T20:20:16.462059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-11T20:20:16.473286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-11T20:20:16.473541] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-11T20:20:16.474294] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-11T20:20:16.474344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:16.474375] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:16.474401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:16.474456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:16.531046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:16.531652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:16.531727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:16.531758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:16.651502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:16.651674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:16.651738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:16.651769] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:16.655116] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-12-11T20:20:16.655401] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-11T20:20:16.655522] [INFO ] [sig       ] CINF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:16.792663] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CINF.txt
[2025-12-11T20:20:16.792773] [INFO ] [sig       ] [708/3605] Completed CINF in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:16.792810] [INFO ] [sig       ] [709/3605] Forecasting CING...
[2025-12-11T20:20:16.792837] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-11T20:20:16.792866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-11T20:20:16.803908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-11T20:20:16.804167] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-11T20:20:16.804927] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-11T20:20:16.804977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:16.805008] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:16.805034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:16.805089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:16.861663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:16.862243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:16.862320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:16.862351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:16.975794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:16.975962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:16.976004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:16.976031] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:16.979507] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-12-11T20:20:16.979814] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-11T20:20:16.979949] [INFO ] [sig       ] CING: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:17.116338] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CING.txt
[2025-12-11T20:20:17.116510] [INFO ] [sig       ] [709/3605] Completed CING in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:17.116548] [INFO ] [sig       ] [710/3605] Forecasting CIO...
[2025-12-11T20:20:17.116599] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-11T20:20:17.116631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-11T20:20:17.129118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-11T20:20:17.129520] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-11T20:20:17.130388] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-11T20:20:17.130441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:17.130473] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:17.130499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:17.130554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:17.192643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:17.193746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:17.193871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:17.193918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:17.326249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:17.326441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:17.326485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:17.326515] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:17.330214] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=33.48%)
[2025-12-11T20:20:17.330558] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-11T20:20:17.330747] [INFO ] [sig       ] CIO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:17.479959] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CIO.txt
[2025-12-11T20:20:17.480119] [INFO ] [sig       ] [710/3605] Completed CIO in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:17.480160] [INFO ] [sig       ] [711/3605] Forecasting CION...
[2025-12-11T20:20:17.480189] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-11T20:20:17.480228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-11T20:20:17.492301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-11T20:20:17.492651] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-11T20:20:17.493461] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-11T20:20:17.493514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:17.493546] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:17.493597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:17.493683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:17.555681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:17.556517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:17.556630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:17.556666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:17.692677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:17.692827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:17.692872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:17.692900] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:17.696458] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2025-12-11T20:20:17.696745] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-11T20:20:17.696874] [INFO ] [sig       ] CION: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:17.843986] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CION.txt
[2025-12-11T20:20:17.844125] [INFO ] [sig       ] [711/3605] Completed CION in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:17.844165] [INFO ] [sig       ] [712/3605] Forecasting CISS...
[2025-12-11T20:20:17.844193] [INFO ] [sig       ] Generating forecast for: CISS
[2025-12-11T20:20:17.844223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-12-11T20:20:17.856339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-12-11T20:20:17.856665] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-12-11T20:20:17.857447] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-12-11T20:20:17.857511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:17.857563] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:17.857619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:17.857678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:17.922090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:17.922784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:17.922873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:17.922911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:18.047316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:18.047474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:18.047518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:18.047547] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:18.050970] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-12-11T20:20:18.051237] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-12-11T20:20:18.051357] [INFO ] [sig       ] CISS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:18.188344] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CISS.txt
[2025-12-11T20:20:18.188466] [INFO ] [sig       ] [712/3605] Completed CISS in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:18.188503] [INFO ] [sig       ] [713/3605] Forecasting CIVB...
[2025-12-11T20:20:18.188532] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-11T20:20:18.188561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-11T20:20:18.199792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-11T20:20:18.200084] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-11T20:20:18.200855] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-11T20:20:18.200905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:18.200937] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:18.200963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:18.201017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:18.256477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:18.257114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:18.257188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:18.257219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:18.372054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:18.372200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:18.372240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:18.372268] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:18.375536] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-12-11T20:20:18.375826] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-11T20:20:18.375944] [INFO ] [sig       ] CIVB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:18.518196] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CIVB.txt
[2025-12-11T20:20:18.518357] [INFO ] [sig       ] [713/3605] Completed CIVB in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:18.518398] [INFO ] [sig       ] [714/3605] Forecasting CIVI...
[2025-12-11T20:20:18.518427] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-11T20:20:18.518455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-11T20:20:18.530525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-11T20:20:18.530907] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-11T20:20:18.531726] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-11T20:20:18.531778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:18.531836] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:18.531864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:18.531919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:18.587690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:18.588629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:18.588719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:18.588751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:18.705251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:18.705411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:18.705452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:18.705479] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:18.708878] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=37.75%)
[2025-12-11T20:20:18.709180] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-11T20:20:18.709307] [INFO ] [sig       ] CIVI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:18.850045] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CIVI.txt
[2025-12-11T20:20:18.850202] [INFO ] [sig       ] [714/3605] Completed CIVI in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-11T20:20:18.850246] [INFO ] [sig       ] [715/3605] Forecasting CLB...
[2025-12-11T20:20:18.850287] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-11T20:20:18.850332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-11T20:20:18.862675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-11T20:20:18.863080] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-11T20:20:18.863887] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-11T20:20:18.863940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:18.863971] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:18.863997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:18.864051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:18.920799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:18.921675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:18.921760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:18.921794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:19.044351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:19.044510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:19.044552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:19.044603] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:19.048904] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-11T20:20:19.049221] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-11T20:20:19.049365] [INFO ] [sig       ] CLB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:19.202873] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLB.txt
[2025-12-11T20:20:19.203067] [INFO ] [sig       ] [715/3605] Completed CLB in 0.4s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-11T20:20:19.203113] [INFO ] [sig       ] [716/3605] Forecasting CLBK...
[2025-12-11T20:20:19.203159] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-11T20:20:19.203195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-11T20:20:19.217748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-11T20:20:19.218244] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-11T20:20:19.219223] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-11T20:20:19.219286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:19.219324] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:19.219353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:19.219425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:19.290233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:19.291282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:19.291385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:19.291418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:19.421079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:19.421313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:19.421387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:19.421440] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:19.427086] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=5.75%)
[2025-12-11T20:20:19.427647] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-11T20:20:19.427882] [INFO ] [sig       ] CLBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:19.601212] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLBK.txt
[2025-12-11T20:20:19.601460] [INFO ] [sig       ] [716/3605] Completed CLBK in 0.4s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-11T20:20:19.601532] [INFO ] [sig       ] [717/3605] Forecasting CLCO...
[2025-12-11T20:20:19.601611] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-11T20:20:19.601673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-11T20:20:19.616629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-11T20:20:19.617109] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-11T20:20:19.618261] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-11T20:20:19.618324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:19.618358] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:19.618385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:19.618442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:19.697650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:19.698842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:19.698951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:19.698990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:19.873365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:19.873862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:19.873960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:19.874062] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:19.879917] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=44.88%)
[2025-12-11T20:20:19.880423] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-11T20:20:19.880627] [INFO ] [sig       ] CLCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:20.061446] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLCO.txt
[2025-12-11T20:20:20.061674] [INFO ] [sig       ] [717/3605] Completed CLCO in 0.5s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-11T20:20:20.061729] [INFO ] [sig       ] [718/3605] Forecasting CLDX...
[2025-12-11T20:20:20.061767] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-11T20:20:20.061809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-11T20:20:20.081667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-11T20:20:20.082410] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-11T20:20:20.083921] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-11T20:20:20.083996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:20.084049] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:20.084096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:20.084194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:20.166373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:20.167661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:20.167775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:20.167843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:20.310101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:20.310292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:20.310341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:20.310370] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:20.313920] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-12-11T20:20:20.314215] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-11T20:20:20.314351] [INFO ] [sig       ] CLDX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:20.462884] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLDX.txt
[2025-12-11T20:20:20.463076] [INFO ] [sig       ] [718/3605] Completed CLDX in 0.4s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-11T20:20:20.463120] [INFO ] [sig       ] [719/3605] Forecasting CLF...
[2025-12-11T20:20:20.463151] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-11T20:20:20.463182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-11T20:20:20.475966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-11T20:20:20.476373] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-11T20:20:20.477417] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-11T20:20:20.477472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:20.477505] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:20.477531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:20.477615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:20.537152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:20.538046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:20.538129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:20.538161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:20.663166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:20.663305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:20.663346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:20.663405] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:20.666741] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-11T20:20:20.667014] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-11T20:20:20.667140] [INFO ] [sig       ] CLF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:20.807718] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLF.txt
[2025-12-11T20:20:20.807858] [INFO ] [sig       ] [719/3605] Completed CLF in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-11T20:20:20.807905] [INFO ] [sig       ] [720/3605] Forecasting CLFD...
[2025-12-11T20:20:20.807934] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-11T20:20:20.807964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-11T20:20:20.819140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-11T20:20:20.819403] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-11T20:20:20.820205] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-11T20:20:20.820256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:20.820296] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:20.820322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:20.820381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:20.878399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:20.879294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:20.879374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:20.879408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:20.999528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:20.999694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:20.999733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:20.999760] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:21.003036] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=64.52%)
[2025-12-11T20:20:21.003297] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-11T20:20:21.003414] [INFO ] [sig       ] CLFD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:21.143624] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CLFD.txt
[2025-12-11T20:20:21.143784] [INFO ] [sig       ] [720/3605] Completed CLFD in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-11T20:20:21.143826] [INFO ] [sig       ] [721/3605] Forecasting CLH...
[2025-12-11T20:20:21.143855] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-11T20:20:21.143890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-11T20:20:21.155206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-11T20:20:21.155525] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-11T20:20:21.156291] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-11T20:20:21.156342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:21.156373] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:21.156399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:21.156455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:21.217617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:21.218454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:21.218540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:21.218607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:21.334014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:21.334171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:21.334210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:21.334238] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:21.337538] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-11T20:20:21.337916] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-11T20:20:21.338067] [INFO ] [sig       ] CLH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:21.483428] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLH.txt
[2025-12-11T20:20:21.483585] [INFO ] [sig       ] [721/3605] Completed CLH in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-11T20:20:21.483627] [INFO ] [sig       ] [722/3605] Forecasting CLLS...
[2025-12-11T20:20:21.483655] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-11T20:20:21.483684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-11T20:20:21.495110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-11T20:20:21.495367] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-11T20:20:21.496129] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-11T20:20:21.496179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:21.496210] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:21.496236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:21.496291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:21.552291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:21.552926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:21.553004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:21.553036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:21.671303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:21.671433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:21.671470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:21.671497] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:21.674758] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-11T20:20:21.675021] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-11T20:20:21.675137] [INFO ] [sig       ] CLLS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:21.812732] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLLS.txt
[2025-12-11T20:20:21.812882] [INFO ] [sig       ] [722/3605] Completed CLLS in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-11T20:20:21.812922] [INFO ] [sig       ] [723/3605] Forecasting CLMB...
[2025-12-11T20:20:21.812950] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-11T20:20:21.812980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-11T20:20:21.824834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-11T20:20:21.825113] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-11T20:20:21.825882] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-11T20:20:21.825936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:21.825967] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:21.825993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:21.826058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:21.882324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:21.883029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:21.883108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:21.883141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:21.998207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:21.998330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:21.998370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:21.998398] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:22.001671] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-12-11T20:20:22.001938] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-11T20:20:22.002054] [INFO ] [sig       ] CLMB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:22.138090] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLMB.txt
[2025-12-11T20:20:22.138200] [INFO ] [sig       ] [723/3605] Completed CLMB in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-11T20:20:22.138237] [INFO ] [sig       ] [724/3605] Forecasting CLNE...
[2025-12-11T20:20:22.138266] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-11T20:20:22.138293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-11T20:20:22.149940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-11T20:20:22.150230] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-11T20:20:22.151022] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-11T20:20:22.151073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:22.151105] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:22.151133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:22.151189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:22.209556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:22.210189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:22.210290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:22.210324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:22.327151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:22.327294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:22.327333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:22.327361] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:22.330750] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2025-12-11T20:20:22.331019] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-11T20:20:22.331140] [INFO ] [sig       ] CLNE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:22.467869] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CLNE.txt
[2025-12-11T20:20:22.467984] [INFO ] [sig       ] [724/3605] Completed CLNE in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-11T20:20:22.468023] [INFO ] [sig       ] [725/3605] Forecasting CLNN...
[2025-12-11T20:20:22.468053] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-11T20:20:22.468082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-11T20:20:22.479318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-11T20:20:22.479626] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-11T20:20:22.480389] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-11T20:20:22.480440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:22.480472] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:22.480499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:22.480555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:22.536204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:22.536832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:22.536908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:22.536939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:22.653396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:22.653547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:22.653605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:22.653634] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:22.656944] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=12.88%)
[2025-12-11T20:20:22.657219] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-11T20:20:22.657343] [INFO ] [sig       ] CLNN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:22.796380] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLNN.txt
[2025-12-11T20:20:22.796529] [INFO ] [sig       ] [725/3605] Completed CLNN in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-11T20:20:22.796567] [INFO ] [sig       ] [726/3605] Forecasting CLOA...
[2025-12-11T20:20:22.796617] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-11T20:20:22.796648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-11T20:20:22.808093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-11T20:20:22.808378] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-11T20:20:22.809163] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-11T20:20:22.809213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:22.809244] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:22.809269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:22.809324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:22.865385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:22.866248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:22.866353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:22.866392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:22.964792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:22.964947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:22.964988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:22.965017] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:22.968398] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-12-11T20:20:22.968697] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-11T20:20:22.968822] [INFO ] [sig       ] CLOA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:23.105514] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CLOA.txt
[2025-12-11T20:20:23.105685] [INFO ] [sig       ] [726/3605] Completed CLOA in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-11T20:20:23.105725] [INFO ] [sig       ] [727/3605] Forecasting CLRB...
[2025-12-11T20:20:23.105753] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-11T20:20:23.105789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-11T20:20:23.117245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-11T20:20:23.117604] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-11T20:20:23.118399] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-11T20:20:23.118450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:23.118483] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:23.118509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:23.118564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:23.175453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:23.176328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:23.176418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:23.176450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:23.291462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:23.291619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:23.291659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:23.291687] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:23.294937] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-11T20:20:23.295196] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-11T20:20:23.295312] [INFO ] [sig       ] CLRB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:23.433969] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CLRB.txt
[2025-12-11T20:20:23.434151] [INFO ] [sig       ] [727/3605] Completed CLRB in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-11T20:20:23.434213] [INFO ] [sig       ] [728/3605] Forecasting CLRO...
[2025-12-11T20:20:23.434255] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-11T20:20:23.434295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-11T20:20:23.446422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-11T20:20:23.446823] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-11T20:20:23.447644] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-11T20:20:23.447697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:23.447731] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:23.447759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:23.449339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:23.505638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:23.506496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:23.506598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:23.506634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:23.620938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:23.621094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:23.621134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:23.621161] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:23.624509] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-12-11T20:20:23.624819] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-11T20:20:23.624949] [INFO ] [sig       ] CLRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:23.762990] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLRO.txt
[2025-12-11T20:20:23.763142] [INFO ] [sig       ] [728/3605] Completed CLRO in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-11T20:20:23.763181] [INFO ] [sig       ] [729/3605] Forecasting CLS...
[2025-12-11T20:20:23.763210] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-11T20:20:23.763240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-11T20:20:23.774910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-11T20:20:23.775227] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-11T20:20:23.776003] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-11T20:20:23.776054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:23.776085] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:23.776112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:23.776166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:23.832295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:23.833175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:23.833252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:23.833284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:23.952185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:23.952333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:23.952372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:23.952399] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:23.955688] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-12-11T20:20:23.955963] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-11T20:20:23.956082] [INFO ] [sig       ] CLS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:24.097448] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLS.txt
[2025-12-11T20:20:24.097619] [INFO ] [sig       ] [729/3605] Completed CLS in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-11T20:20:24.097659] [INFO ] [sig       ] [730/3605] Forecasting CLX...
[2025-12-11T20:20:24.097688] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-11T20:20:24.097718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-11T20:20:24.109601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-11T20:20:24.109929] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-11T20:20:24.110746] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-11T20:20:24.110797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:24.110829] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:24.110855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:24.110928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:24.166740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:24.167643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:24.167747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:24.167780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:24.290948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:24.291096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:24.291134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:24.291162] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:24.294667] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-11T20:20:24.294990] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-11T20:20:24.295123] [INFO ] [sig       ] CLX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:24.433457] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CLX.txt
[2025-12-11T20:20:24.433629] [INFO ] [sig       ] [730/3605] Completed CLX in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-11T20:20:24.433672] [INFO ] [sig       ] [731/3605] Forecasting CM...
[2025-12-11T20:20:24.433701] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-11T20:20:24.433730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-11T20:20:24.445415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-11T20:20:24.445772] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-11T20:20:24.446540] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-11T20:20:24.446608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:24.446664] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:24.446691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:24.446746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:24.508486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:24.509348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:24.509430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:24.509468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:24.631679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:24.631824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:24.631863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:24.631892] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:24.635206] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-11T20:20:24.635474] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-11T20:20:24.635612] [INFO ] [sig       ] CM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:24.773597] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CM.txt
[2025-12-11T20:20:24.773750] [INFO ] [sig       ] [731/3605] Completed CM in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-11T20:20:24.773788] [INFO ] [sig       ] [732/3605] Forecasting CMA...
[2025-12-11T20:20:24.773821] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-11T20:20:24.773851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-11T20:20:24.788465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-11T20:20:24.788854] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-11T20:20:24.789667] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-11T20:20:24.789719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:24.789751] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:24.789778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:24.789834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:24.845418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:24.846248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:24.846336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:24.846368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:24.970718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:24.970882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:24.970924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:24.970951] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:24.974502] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-11T20:20:24.974792] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-11T20:20:24.974915] [INFO ] [sig       ] CMA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:25.111494] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CMA.txt
[2025-12-11T20:20:25.111627] [INFO ] [sig       ] [732/3605] Completed CMA in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:25.111668] [INFO ] [sig       ] [733/3605] Forecasting CMC...
[2025-12-11T20:20:25.111696] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-11T20:20:25.111724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-11T20:20:25.122682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-11T20:20:25.122979] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-11T20:20:25.123749] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-11T20:20:25.123799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:25.123830] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:25.123856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:25.123910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:25.181524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:25.182183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:25.182262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:25.182295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:25.307051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:25.307198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:25.307238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:25.307265] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:25.310647] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-12-11T20:20:25.310918] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-11T20:20:25.311045] [INFO ] [sig       ] CMC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:25.449896] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CMC.txt
[2025-12-11T20:20:25.450028] [INFO ] [sig       ] [733/3605] Completed CMC in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:25.450066] [INFO ] [sig       ] [734/3605] Forecasting CMCM...
[2025-12-11T20:20:25.450094] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-11T20:20:25.450123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-11T20:20:25.461723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-11T20:20:25.462013] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-11T20:20:25.462775] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-11T20:20:25.462824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:25.462855] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:25.462881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:25.462937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:25.519220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:25.520100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:25.520179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:25.520212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:25.631170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:25.631323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:25.631362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:25.631390] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:25.634907] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=59.22%)
[2025-12-11T20:20:25.635202] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-11T20:20:25.635332] [INFO ] [sig       ] CMCM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:25.772933] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMCM.txt
[2025-12-11T20:20:25.773068] [INFO ] [sig       ] [734/3605] Completed CMCM in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:25.773106] [INFO ] [sig       ] [735/3605] Forecasting CMCO...
[2025-12-11T20:20:25.773134] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-11T20:20:25.773163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-11T20:20:25.785031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-11T20:20:25.785314] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-11T20:20:25.786076] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-11T20:20:25.786126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:25.786158] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:25.786184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:25.786239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:25.841856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:25.842525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:25.842617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:25.842651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:25.960007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:25.960158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:25.960197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:25.960225] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:25.963500] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-11T20:20:25.963780] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-11T20:20:25.963898] [INFO ] [sig       ] CMCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:26.104513] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMCO.txt
[2025-12-11T20:20:26.104655] [INFO ] [sig       ] [735/3605] Completed CMCO in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:26.104696] [INFO ] [sig       ] [736/3605] Forecasting CMCSA...
[2025-12-11T20:20:26.104723] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-11T20:20:26.104752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-11T20:20:26.115874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-11T20:20:26.116157] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-11T20:20:26.116921] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-11T20:20:26.116971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:26.117013] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:26.117041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:26.117097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:26.173564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:26.174199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:26.174273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:26.174303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:26.294778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:26.294932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:26.294974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:26.295003] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:26.298428] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-11T20:20:26.298720] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-11T20:20:26.298846] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:26.446328] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CMCSA.txt
[2025-12-11T20:20:26.446469] [INFO ] [sig       ] [736/3605] Completed CMCSA in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:26.446507] [INFO ] [sig       ] [737/3605] Forecasting CME...
[2025-12-11T20:20:26.446543] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-11T20:20:26.446599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-11T20:20:26.458451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-11T20:20:26.458803] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-11T20:20:26.459604] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-11T20:20:26.459654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:26.459685] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:26.459711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:26.459766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:26.517622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:26.518540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:26.518647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:26.518682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:26.644750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:26.644907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:26.644958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:26.644992] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:26.648419] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=76.95%)
[2025-12-11T20:20:26.648725] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-11T20:20:26.648852] [INFO ] [sig       ] CME: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:26.795457] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CME.txt
[2025-12-11T20:20:26.795631] [INFO ] [sig       ] [737/3605] Completed CME in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:26.795675] [INFO ] [sig       ] [738/3605] Forecasting CMG...
[2025-12-11T20:20:26.795704] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-11T20:20:26.795733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-11T20:20:26.807311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-11T20:20:26.807689] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-11T20:20:26.808503] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-11T20:20:26.808556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:26.808608] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:26.808637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:26.808694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:26.867966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:26.868824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:26.868904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:26.868946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:26.987785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:26.987974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:26.988022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:26.988050] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:26.991684] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-12-11T20:20:26.992043] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-11T20:20:26.992213] [INFO ] [sig       ] CMG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:27.141454] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CMG.txt
[2025-12-11T20:20:27.141626] [INFO ] [sig       ] [738/3605] Completed CMG in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:27.141668] [INFO ] [sig       ] [739/3605] Forecasting CMI...
[2025-12-11T20:20:27.141697] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-11T20:20:27.141726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-11T20:20:27.154062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-11T20:20:27.154425] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-11T20:20:27.155214] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-11T20:20:27.155266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:27.155306] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:27.155332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:27.155387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:27.216308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:27.217361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:27.217455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:27.217490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:27.351477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:27.351648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:27.351693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:27.351722] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:27.355176] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-11T20:20:27.355513] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-11T20:20:27.355694] [INFO ] [sig       ] CMI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:27.508406] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CMI.txt
[2025-12-11T20:20:27.508552] [INFO ] [sig       ] [739/3605] Completed CMI in 0.4s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:27.508618] [INFO ] [sig       ] [740/3605] Forecasting CMMB...
[2025-12-11T20:20:27.508651] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-11T20:20:27.508681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-11T20:20:27.520543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-11T20:20:27.520897] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-11T20:20:27.521758] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-11T20:20:27.521811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:27.521842] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:27.521876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:27.521941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:27.584053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:27.584869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:27.584957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:27.584992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:27.712401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:27.712558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:27.712617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:27.712648] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:27.716236] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-12-11T20:20:27.716561] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-11T20:20:27.716740] [INFO ] [sig       ] CMMB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:27.871241] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMMB.txt
[2025-12-11T20:20:27.871412] [INFO ] [sig       ] [740/3605] Completed CMMB in 0.4s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:27.871459] [INFO ] [sig       ] [741/3605] Forecasting CMP...
[2025-12-11T20:20:27.871499] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-11T20:20:27.871542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-11T20:20:27.884429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-11T20:20:27.884773] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-11T20:20:27.885622] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-11T20:20:27.885685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:27.885729] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:27.885759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:27.885815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:27.948760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:27.949530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:27.949657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:27.949695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:28.077204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:28.077355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:28.077398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:28.077439] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:28.081135] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-12-11T20:20:28.081410] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-11T20:20:28.081538] [INFO ] [sig       ] CMP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:28.233251] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMP.txt
[2025-12-11T20:20:28.233390] [INFO ] [sig       ] [741/3605] Completed CMP in 0.4s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-11T20:20:28.233429] [INFO ] [sig       ] [742/3605] Forecasting CMPO...
[2025-12-11T20:20:28.233460] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-11T20:20:28.233491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-11T20:20:28.246091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-11T20:20:28.246523] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-11T20:20:28.247394] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-11T20:20:28.247449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:28.247481] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:28.247507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:28.247563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:28.307529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:28.308507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:28.308631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:28.308666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:28.430939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:28.431099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:28.431139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:28.431168] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:28.434477] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-11T20:20:28.434775] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-11T20:20:28.434899] [INFO ] [sig       ] CMPO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:28.581167] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CMPO.txt
[2025-12-11T20:20:28.581317] [INFO ] [sig       ] [742/3605] Completed CMPO in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-11T20:20:28.581356] [INFO ] [sig       ] [743/3605] Forecasting CMPS...
[2025-12-11T20:20:28.581385] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-11T20:20:28.581415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-11T20:20:28.593029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-11T20:20:28.593376] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-11T20:20:28.594234] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-11T20:20:28.594295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:28.594333] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:28.594368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:28.594443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:28.658997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:28.659926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:28.660022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:28.660065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:28.786590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:28.786748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:28.786788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:28.786834] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:28.790308] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=37.57%)
[2025-12-11T20:20:28.790621] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-11T20:20:28.790754] [INFO ] [sig       ] CMPS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:28.937072] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CMPS.txt
[2025-12-11T20:20:28.937249] [INFO ] [sig       ] [743/3605] Completed CMPS in 0.4s | 2.94 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-11T20:20:28.937293] [INFO ] [sig       ] [744/3605] Forecasting CMPX...
[2025-12-11T20:20:28.937345] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-11T20:20:28.937395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-11T20:20:28.949016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-11T20:20:28.949374] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-11T20:20:28.950147] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-11T20:20:28.950198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:28.950230] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:28.950256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:28.950311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:29.007732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:29.008630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:29.008715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:29.008748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:29.129393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:29.129546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:29.129613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:29.129646] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:29.133306] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-12-11T20:20:29.133748] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-11T20:20:29.133912] [INFO ] [sig       ] CMPX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:29.281624] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMPX.txt
[2025-12-11T20:20:29.281796] [INFO ] [sig       ] [744/3605] Completed CMPX in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-11T20:20:29.281836] [INFO ] [sig       ] [745/3605] Forecasting CMRE...
[2025-12-11T20:20:29.281865] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-11T20:20:29.281895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-11T20:20:29.293709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-11T20:20:29.294052] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-11T20:20:29.294849] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-11T20:20:29.294902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:29.294935] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:29.294962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:29.295020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:29.353803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:29.354660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:29.354756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:29.354790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:29.481829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:29.481982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:29.482024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:29.482055] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:29.485546] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2025-12-11T20:20:29.485858] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-11T20:20:29.486034] [INFO ] [sig       ] CMRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:29.632731] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMRE.txt
[2025-12-11T20:20:29.632870] [INFO ] [sig       ] [745/3605] Completed CMRE in 0.4s | 2.94 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-11T20:20:29.632909] [INFO ] [sig       ] [746/3605] Forecasting CMS...
[2025-12-11T20:20:29.632937] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-11T20:20:29.632966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-11T20:20:29.645296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-11T20:20:29.645690] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-11T20:20:29.646473] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-11T20:20:29.646525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:29.646557] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:29.646606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:29.646665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:29.705625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:29.706484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:29.706567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:29.706620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:29.830707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:29.830865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:29.830905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:29.830932] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:29.834238] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-12-11T20:20:29.834498] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-11T20:20:29.834634] [INFO ] [sig       ] CMS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:29.972357] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMS.txt
[2025-12-11T20:20:29.972494] [INFO ] [sig       ] [746/3605] Completed CMS in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-11T20:20:29.972533] [INFO ] [sig       ] [747/3605] Forecasting CMSA...
[2025-12-11T20:20:29.972561] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-11T20:20:29.972609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-11T20:20:29.986753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-11T20:20:29.987304] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-11T20:20:29.988375] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-11T20:20:29.988427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:29.988460] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:29.988502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:29.988558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:30.043833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:30.044503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:30.044601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:30.044634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:30.158270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:30.158451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:30.158494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:30.158522] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:30.162030] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=34.90%)
[2025-12-11T20:20:30.162301] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-11T20:20:30.162426] [INFO ] [sig       ] CMSA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:30.297786] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CMSA.txt
[2025-12-11T20:20:30.297939] [INFO ] [sig       ] [747/3605] Completed CMSA in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-11T20:20:30.297978] [INFO ] [sig       ] [748/3605] Forecasting CMSC...
[2025-12-11T20:20:30.298006] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-11T20:20:30.298034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-11T20:20:30.309954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-11T20:20:30.310363] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-11T20:20:30.311172] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-11T20:20:30.311222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:30.311283] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:30.311309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:30.311365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:30.369505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:30.370503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:30.370611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:30.370646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:30.487481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:30.487684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:30.487726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:30.487754] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:30.491304] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=65.49%)
[2025-12-11T20:20:30.491598] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-11T20:20:30.491727] [INFO ] [sig       ] CMSC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:30.631545] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMSC.txt
[2025-12-11T20:20:30.631754] [INFO ] [sig       ] [748/3605] Completed CMSC in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-11T20:20:30.631805] [INFO ] [sig       ] [749/3605] Forecasting CMSD...
[2025-12-11T20:20:30.631834] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-11T20:20:30.631864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-11T20:20:30.643806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-11T20:20:30.644187] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-11T20:20:30.644996] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-11T20:20:30.645048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:30.645080] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:30.645106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:30.645160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:30.700949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:30.701603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:30.701683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:30.701714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:30.819239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:30.819386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:30.819427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:30.819454] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:30.822758] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-11T20:20:30.823024] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-11T20:20:30.823146] [INFO ] [sig       ] CMSD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:30.959969] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMSD.txt
[2025-12-11T20:20:30.960091] [INFO ] [sig       ] [749/3605] Completed CMSD in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:30.960128] [INFO ] [sig       ] [750/3605] Forecasting CMTG...
[2025-12-11T20:20:30.960155] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-11T20:20:30.960183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-11T20:20:30.971968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-11T20:20:30.972359] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-11T20:20:30.973232] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-11T20:20:30.973287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:30.973322] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:30.973350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:30.973407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:31.032193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:31.033106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:31.033200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:31.033232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:31.151657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:31.151851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:31.151894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:31.151923] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:31.155684] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=31.75%)
[2025-12-11T20:20:31.155984] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-11T20:20:31.156117] [INFO ] [sig       ] CMTG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:31.296670] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CMTG.txt
[2025-12-11T20:20:31.296837] [INFO ] [sig       ] [750/3605] Completed CMTG in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:31.296878] [INFO ] [sig       ] [751/3605] Forecasting CMTL...
[2025-12-11T20:20:31.296907] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-11T20:20:31.296944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-11T20:20:31.308874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-11T20:20:31.309260] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-11T20:20:31.310057] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-11T20:20:31.310114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:31.310146] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:31.310172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:31.310228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:31.368501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:31.369403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:31.369489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:31.369522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:31.491854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:31.492019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:31.492060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:31.492124] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:31.495474] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-11T20:20:31.495789] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-11T20:20:31.495919] [INFO ] [sig       ] CMTL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:31.642595] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CMTL.txt
[2025-12-11T20:20:31.642824] [INFO ] [sig       ] [751/3605] Completed CMTL in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:31.642868] [INFO ] [sig       ] [752/3605] Forecasting CNA...
[2025-12-11T20:20:31.642897] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-11T20:20:31.642935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-11T20:20:31.658453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-11T20:20:31.658940] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-11T20:20:31.659944] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-11T20:20:31.660006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:31.660047] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:31.660090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:31.660186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:31.723075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:31.724009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:31.724120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:31.724158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:31.843993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:31.844151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:31.844192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:31.844222] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:31.847632] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-12-11T20:20:31.847930] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-11T20:20:31.848057] [INFO ] [sig       ] CNA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:31.985023] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNA.txt
[2025-12-11T20:20:31.985161] [INFO ] [sig       ] [752/3605] Completed CNA in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:31.985200] [INFO ] [sig       ] [753/3605] Forecasting CNC...
[2025-12-11T20:20:31.985229] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-11T20:20:31.985257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-11T20:20:31.996544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-11T20:20:31.996849] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-11T20:20:31.997613] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-11T20:20:31.997663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:31.997694] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:31.997720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:31.997776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:32.054278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:32.055069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:32.055147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:32.055179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:32.174519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:32.174691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:32.174729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:32.174757] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:32.178035] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-11T20:20:32.178307] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-11T20:20:32.178437] [INFO ] [sig       ] CNC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:32.315943] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CNC.txt
[2025-12-11T20:20:32.316093] [INFO ] [sig       ] [753/3605] Completed CNC in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:32.316133] [INFO ] [sig       ] [754/3605] Forecasting CNF...
[2025-12-11T20:20:32.316162] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-11T20:20:32.316190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-11T20:20:32.327265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-11T20:20:32.327558] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-11T20:20:32.328350] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-11T20:20:32.328400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:32.328430] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:32.328455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:32.328509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:32.384844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:32.385538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:32.385632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:32.385665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:32.490735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:32.490886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:32.490925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:32.490952] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:32.494359] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-11T20:20:32.494640] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-11T20:20:32.494757] [INFO ] [sig       ] CNF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:32.632704] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CNF.txt
[2025-12-11T20:20:32.632850] [INFO ] [sig       ] [754/3605] Completed CNF in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:32.632891] [INFO ] [sig       ] [755/3605] Forecasting CNI...
[2025-12-11T20:20:32.632920] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-11T20:20:32.632949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-11T20:20:32.644749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-11T20:20:32.645094] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-11T20:20:32.645873] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-11T20:20:32.645923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:32.645954] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:32.645979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:32.646033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:32.704732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:32.705611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:32.705693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:32.705727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:32.826753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:32.826905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:32.826952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:32.826982] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:32.830398] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-12-11T20:20:32.830694] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-11T20:20:32.830821] [INFO ] [sig       ] CNI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:32.982440] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNI.txt
[2025-12-11T20:20:32.982603] [INFO ] [sig       ] [755/3605] Completed CNI in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:32.982643] [INFO ] [sig       ] [756/3605] Forecasting CNK...
[2025-12-11T20:20:32.982672] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-11T20:20:32.982701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-11T20:20:32.993743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-11T20:20:32.994023] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-11T20:20:32.994779] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-11T20:20:32.994830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:32.994861] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:32.994887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:32.994942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:33.050447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:33.051244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:33.051323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:33.051356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:33.185734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:33.185914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:33.185963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:33.185992] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:33.189511] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-11T20:20:33.189801] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-11T20:20:33.189937] [INFO ] [sig       ] CNK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:33.337095] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CNK.txt
[2025-12-11T20:20:33.337237] [INFO ] [sig       ] [756/3605] Completed CNK in 0.4s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:33.337277] [INFO ] [sig       ] [757/3605] Forecasting CNM...
[2025-12-11T20:20:33.337305] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-11T20:20:33.337333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-11T20:20:33.348194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-11T20:20:33.348494] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-11T20:20:33.349260] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-11T20:20:33.349310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:33.349340] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:33.349366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:33.349422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:33.407767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:33.408618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:33.408697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:33.408729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:33.530493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:33.530661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:33.530701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:33.530729] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:33.533984] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-12-11T20:20:33.534243] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-11T20:20:33.534361] [INFO ] [sig       ] CNM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:33.671383] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNM.txt
[2025-12-11T20:20:33.671518] [INFO ] [sig       ] [757/3605] Completed CNM in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:33.671555] [INFO ] [sig       ] [758/3605] Forecasting CNMD...
[2025-12-11T20:20:33.671601] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-11T20:20:33.671631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-11T20:20:33.682971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-11T20:20:33.683293] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-11T20:20:33.684061] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-11T20:20:33.684110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:33.684141] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:33.684167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:33.684223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:33.739810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:33.740480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:33.740597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:33.740633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:33.861395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:33.861552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:33.861610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:33.861639] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:33.864902] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=68.23%)
[2025-12-11T20:20:33.865164] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-11T20:20:33.865282] [INFO ] [sig       ] CNMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:34.001649] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNMD.txt
[2025-12-11T20:20:34.001778] [INFO ] [sig       ] [758/3605] Completed CNMD in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-11T20:20:34.001816] [INFO ] [sig       ] [759/3605] Forecasting CNNE...
[2025-12-11T20:20:34.001845] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-11T20:20:34.001873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-11T20:20:34.012900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-11T20:20:34.013207] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-11T20:20:34.013958] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-11T20:20:34.014008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:34.014039] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:34.014065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:34.014120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:34.069433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:34.070084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:34.070162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:34.070193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:34.190322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:34.190456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:34.190493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:34.190521] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:34.193819] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=65.13%)
[2025-12-11T20:20:34.194082] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-11T20:20:34.194203] [INFO ] [sig       ] CNNE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:34.331340] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNNE.txt
[2025-12-11T20:20:34.331482] [INFO ] [sig       ] [759/3605] Completed CNNE in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-11T20:20:34.331522] [INFO ] [sig       ] [760/3605] Forecasting CNO...
[2025-12-11T20:20:34.331548] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-11T20:20:34.331593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-11T20:20:34.344124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-11T20:20:34.344548] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-11T20:20:34.345398] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-11T20:20:34.345463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:34.345496] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:34.345523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:34.345597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:34.403668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:34.404542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:34.404645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:34.404677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:34.522248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:34.522409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:34.522451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:34.522480] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:34.525910] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-12-11T20:20:34.526197] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-11T20:20:34.526345] [INFO ] [sig       ] CNO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:34.663985] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNO.txt
[2025-12-11T20:20:34.664132] [INFO ] [sig       ] [760/3605] Completed CNO in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-11T20:20:34.664178] [INFO ] [sig       ] [761/3605] Forecasting CNOB...
[2025-12-11T20:20:34.664208] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-11T20:20:34.664236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-11T20:20:34.676078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-11T20:20:34.676427] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-11T20:20:34.677211] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-11T20:20:34.677272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:34.677310] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:34.677340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:34.677394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:34.733220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:34.733952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:34.734028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:34.734060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:34.852739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:34.852910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:34.852965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:34.852996] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:34.856394] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-11T20:20:34.856689] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-11T20:20:34.856813] [INFO ] [sig       ] CNOB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:34.994719] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CNOB.txt
[2025-12-11T20:20:34.994882] [INFO ] [sig       ] [761/3605] Completed CNOB in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-11T20:20:34.994921] [INFO ] [sig       ] [762/3605] Forecasting CNP...
[2025-12-11T20:20:34.994949] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-11T20:20:34.994978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-11T20:20:35.006554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-11T20:20:35.006882] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-11T20:20:35.007656] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-11T20:20:35.007707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:35.007738] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:35.007763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:35.007835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:35.063415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:35.064148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:35.064232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:35.064262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:35.183992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:35.184146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:35.184186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:35.184213] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:35.187494] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=36.89%)
[2025-12-11T20:20:35.187776] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-11T20:20:35.187912] [INFO ] [sig       ] CNP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:35.323234] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CNP.txt
[2025-12-11T20:20:35.323371] [INFO ] [sig       ] [762/3605] Completed CNP in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-11T20:20:35.323410] [INFO ] [sig       ] [763/3605] Forecasting CNQ...
[2025-12-11T20:20:35.323438] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-11T20:20:35.323467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-11T20:20:35.334358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-11T20:20:35.334687] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-11T20:20:35.335434] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-11T20:20:35.335484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:35.335516] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:35.335541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:35.335620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:35.393908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:35.394652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:35.394730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:35.394761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:35.516245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:35.516394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:35.516433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:35.516460] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:35.519791] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=72.00%)
[2025-12-11T20:20:35.520057] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-11T20:20:35.520175] [INFO ] [sig       ] CNQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:35.655648] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNQ.txt
[2025-12-11T20:20:35.655785] [INFO ] [sig       ] [763/3605] Completed CNQ in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-11T20:20:35.655830] [INFO ] [sig       ] [764/3605] Forecasting CNS...
[2025-12-11T20:20:35.655859] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-11T20:20:35.655888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-11T20:20:35.666752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-11T20:20:35.667030] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-11T20:20:35.667786] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-11T20:20:35.667858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:35.667890] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:35.667916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:35.667971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:35.723366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:35.723987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:35.724062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:35.724093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:35.841024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:35.841175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:35.841213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:35.841241] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:35.844501] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-11T20:20:35.844777] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-11T20:20:35.844896] [INFO ] [sig       ] CNS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:35.981020] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CNS.txt
[2025-12-11T20:20:35.981148] [INFO ] [sig       ] [764/3605] Completed CNS in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-11T20:20:35.981187] [INFO ] [sig       ] [765/3605] Forecasting CNSP...
[2025-12-11T20:20:35.981215] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-11T20:20:35.981244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-11T20:20:35.992356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-11T20:20:35.992690] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-11T20:20:35.993432] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-11T20:20:35.993482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:35.993538] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:35.993565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:35.993638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:36.049174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:36.049918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:36.049997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:36.050029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:36.168523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:36.168677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:36.168717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:36.168744] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:36.171982] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-12-11T20:20:36.172242] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-11T20:20:36.172376] [INFO ] [sig       ] CNSP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:36.309386] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNSP.txt
[2025-12-11T20:20:36.309520] [INFO ] [sig       ] [765/3605] Completed CNSP in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-11T20:20:36.309558] [INFO ] [sig       ] [766/3605] Forecasting CNTA...
[2025-12-11T20:20:36.309605] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-11T20:20:36.309635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-11T20:20:36.321266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-11T20:20:36.321776] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-11T20:20:36.322536] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-11T20:20:36.322603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:36.322635] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:36.322661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:36.322714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:36.378252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:36.378901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:36.378978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:36.379009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:36.492507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:36.492675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:36.492715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:36.492743] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:36.495981] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2025-12-11T20:20:36.496247] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-11T20:20:36.496373] [INFO ] [sig       ] CNTA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:36.633547] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNTA.txt
[2025-12-11T20:20:36.633742] [INFO ] [sig       ] [766/3605] Completed CNTA in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-11T20:20:36.633793] [INFO ] [sig       ] [767/3605] Forecasting CNTY...
[2025-12-11T20:20:36.633834] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-11T20:20:36.633870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-11T20:20:36.648979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-11T20:20:36.649286] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-11T20:20:36.650069] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-11T20:20:36.650119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:36.650151] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:36.650176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:36.650232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:36.708620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:36.709254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:36.709339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:36.709372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:36.831858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:36.832021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:36.832062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:36.832128] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:36.835508] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=48.27%)
[2025-12-11T20:20:36.835805] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-11T20:20:36.835927] [INFO ] [sig       ] CNTY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:36.973421] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CNTY.txt
[2025-12-11T20:20:36.973551] [INFO ] [sig       ] [767/3605] Completed CNTY in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-11T20:20:36.973607] [INFO ] [sig       ] [768/3605] Forecasting CNVS...
[2025-12-11T20:20:36.973637] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-11T20:20:36.973667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-11T20:20:36.985596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-11T20:20:36.985935] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-11T20:20:36.986711] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-11T20:20:36.986761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:36.986791] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:36.986817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:36.986871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:37.042185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:37.042851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:37.042928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:37.042959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:37.160761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:37.160912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:37.160951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:37.161009] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:37.164310] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-11T20:20:37.164602] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-11T20:20:37.164728] [INFO ] [sig       ] CNVS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:37.300452] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNVS.txt
[2025-12-11T20:20:37.300644] [INFO ] [sig       ] [768/3605] Completed CNVS in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-11T20:20:37.300688] [INFO ] [sig       ] [769/3605] Forecasting CNX...
[2025-12-11T20:20:37.300717] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-11T20:20:37.300746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-11T20:20:37.312683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-11T20:20:37.313024] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-11T20:20:37.313868] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-11T20:20:37.313921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:37.313952] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:37.313978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:37.314035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:37.370326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:37.371175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:37.371266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:37.371298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:37.490708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:37.490865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:37.490904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:37.490932] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:37.494234] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-11T20:20:37.494503] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-11T20:20:37.494644] [INFO ] [sig       ] CNX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:37.631435] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CNX.txt
[2025-12-11T20:20:37.631594] [INFO ] [sig       ] [769/3605] Completed CNX in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-11T20:20:37.631634] [INFO ] [sig       ] [770/3605] Forecasting CNXC...
[2025-12-11T20:20:37.631662] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-11T20:20:37.631690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-11T20:20:37.643705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-11T20:20:37.644039] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-11T20:20:37.644813] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-11T20:20:37.644862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:37.644894] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:37.644919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:37.644974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:37.700880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:37.701712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:37.701793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:37.701825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:37.824990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:37.825141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:37.825181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:37.825211] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:37.828729] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-11T20:20:37.829020] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-11T20:20:37.829178] [INFO ] [sig       ] CNXC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:37.974715] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNXC.txt
[2025-12-11T20:20:37.974870] [INFO ] [sig       ] [770/3605] Completed CNXC in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-11T20:20:37.974907] [INFO ] [sig       ] [771/3605] Forecasting CNXN...
[2025-12-11T20:20:37.974938] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-11T20:20:37.974968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-11T20:20:37.986169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-11T20:20:37.986490] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-11T20:20:37.987251] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-11T20:20:37.987301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:37.987343] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:37.987371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:37.987425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:38.045480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:38.046344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:38.046427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:38.046460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:38.164762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:38.164910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:38.164949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:38.164976] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:38.168236] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-11T20:20:38.168498] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-11T20:20:38.168634] [INFO ] [sig       ] CNXN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:38.309157] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CNXN.txt
[2025-12-11T20:20:38.309303] [INFO ] [sig       ] [771/3605] Completed CNXN in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-11T20:20:38.309341] [INFO ] [sig       ] [772/3605] Forecasting COCO...
[2025-12-11T20:20:38.309371] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-11T20:20:38.309399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-11T20:20:38.321133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-11T20:20:38.321458] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-11T20:20:38.322224] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-11T20:20:38.322278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:38.322311] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:38.322337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:38.322392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:38.381067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:38.381866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:38.381948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:38.381981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:38.506025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:38.506223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:38.506263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:38.506290] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:38.509599] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-11T20:20:38.509867] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-11T20:20:38.509988] [INFO ] [sig       ] COCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:38.648630] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/COCO.txt
[2025-12-11T20:20:38.648777] [INFO ] [sig       ] [772/3605] Completed COCO in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-11T20:20:38.648817] [INFO ] [sig       ] [773/3605] Forecasting CODA...
[2025-12-11T20:20:38.648846] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-11T20:20:38.648875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-11T20:20:38.661157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-11T20:20:38.661543] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-11T20:20:38.662317] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-11T20:20:38.662367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:38.662399] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:38.662425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:38.662480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:38.717634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:38.718308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:38.718394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:38.718427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:38.829921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:38.830074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:38.830114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:38.830141] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:38.833456] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-12-11T20:20:38.833737] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-11T20:20:38.833856] [INFO ] [sig       ] CODA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:38.970295] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CODA.txt
[2025-12-11T20:20:38.970427] [INFO ] [sig       ] [773/3605] Completed CODA in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-11T20:20:38.970464] [INFO ] [sig       ] [774/3605] Forecasting CODI...
[2025-12-11T20:20:38.970493] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-11T20:20:38.970522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-11T20:20:38.982663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-11T20:20:38.983066] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-11T20:20:38.983870] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-11T20:20:38.983921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:38.983951] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:38.983977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:38.984033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:39.040632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:39.041451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:39.041530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:39.041562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:39.158066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:39.158224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:39.158264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:39.158294] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:39.161647] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-11T20:20:39.161914] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-11T20:20:39.162032] [INFO ] [sig       ] CODI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:39.298317] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CODI.txt
[2025-12-11T20:20:39.298454] [INFO ] [sig       ] [774/3605] Completed CODI in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-11T20:20:39.298493] [INFO ] [sig       ] [775/3605] Forecasting COEP...
[2025-12-11T20:20:39.298527] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-11T20:20:39.298558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-11T20:20:39.310357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-11T20:20:39.310730] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-11T20:20:39.311479] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-11T20:20:39.311529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:39.311561] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:39.311607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:39.311663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:39.367423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:39.368097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:39.368217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:39.368270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:39.494539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:39.494717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:39.494757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:39.494785] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:39.498218] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-11T20:20:39.498492] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-11T20:20:39.498626] [INFO ] [sig       ] COEP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:39.636167] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/COEP.txt
[2025-12-11T20:20:39.636308] [INFO ] [sig       ] [775/3605] Completed COEP in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:39.636347] [INFO ] [sig       ] [776/3605] Forecasting COF...
[2025-12-11T20:20:39.636376] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-11T20:20:39.636405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-11T20:20:39.648917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-11T20:20:39.649261] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-11T20:20:39.650099] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-11T20:20:39.650150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:39.650181] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:39.650206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:39.650283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:39.705505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:39.706295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:39.706397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:39.706431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:39.838907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:39.839064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:39.839107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:39.839150] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:39.842901] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-11T20:20:39.843182] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-11T20:20:39.843308] [INFO ] [sig       ] COF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:40.003191] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/COF.txt
[2025-12-11T20:20:40.003357] [INFO ] [sig       ] [776/3605] Completed COF in 0.4s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:40.003398] [INFO ] [sig       ] [777/3605] Forecasting COFS...
[2025-12-11T20:20:40.003426] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-11T20:20:40.003455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-11T20:20:40.015218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-11T20:20:40.015563] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-11T20:20:40.016353] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-11T20:20:40.016405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:40.016437] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:40.016463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:40.016519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:40.071789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:40.072681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:40.072770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:40.072802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:40.183232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:40.183389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:40.183429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:40.183457] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:40.186755] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: UP (p=58.40%)
[2025-12-11T20:20:40.187033] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-11T20:20:40.187156] [INFO ] [sig       ] COFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:40.337686] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/COFS.txt
[2025-12-11T20:20:40.337861] [INFO ] [sig       ] [777/3605] Completed COFS in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:40.337906] [INFO ] [sig       ] [778/3605] Forecasting COIN...
[2025-12-11T20:20:40.337936] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-11T20:20:40.337963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-11T20:20:40.350230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-11T20:20:40.350637] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-11T20:20:40.351471] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-11T20:20:40.351524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:40.351556] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:40.351599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:40.351657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:40.414673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:40.415590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:40.415677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:40.415711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:40.547544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:40.547719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:40.547762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:40.547808] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:40.551432] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=69.19%)
[2025-12-11T20:20:40.551749] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-11T20:20:40.551883] [INFO ] [sig       ] COIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:40.698818] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/COIN.txt
[2025-12-11T20:20:40.698982] [INFO ] [sig       ] [778/3605] Completed COIN in 0.4s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:40.699021] [INFO ] [sig       ] [779/3605] Forecasting COKE...
[2025-12-11T20:20:40.699051] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-11T20:20:40.699079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-11T20:20:40.710265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-11T20:20:40.710677] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-11T20:20:40.711522] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-11T20:20:40.711595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:40.711630] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:40.711656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:40.711710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:40.768245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:40.769022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:40.769105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:40.769137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:40.885527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:40.885714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:40.885766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:40.885802] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:40.889924] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-12-11T20:20:40.890235] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-11T20:20:40.890368] [INFO ] [sig       ] COKE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:41.031543] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/COKE.txt
[2025-12-11T20:20:41.031732] [INFO ] [sig       ] [779/3605] Completed COKE in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:41.031771] [INFO ] [sig       ] [780/3605] Forecasting COLB...
[2025-12-11T20:20:41.031799] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-11T20:20:41.031828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-11T20:20:41.042903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-11T20:20:41.043206] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-11T20:20:41.044017] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-11T20:20:41.044069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:41.044102] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:41.044130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:41.044188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:41.101560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:41.102381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:41.102463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:41.102496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:41.217653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:41.217805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:41.217854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:41.217884] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:41.221159] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=49.64%)
[2025-12-11T20:20:41.221424] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-11T20:20:41.221542] [INFO ] [sig       ] COLB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:41.358144] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/COLB.txt
[2025-12-11T20:20:41.358267] [INFO ] [sig       ] [780/3605] Completed COLB in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:41.358305] [INFO ] [sig       ] [781/3605] Forecasting COLD...
[2025-12-11T20:20:41.358334] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-11T20:20:41.358366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-11T20:20:41.369368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-11T20:20:41.369667] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-11T20:20:41.370422] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-11T20:20:41.370472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:41.370504] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:41.370531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:41.370602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:41.426316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:41.426981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:41.427056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:41.427087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:41.549845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:41.550024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:41.550068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:41.550098] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:41.553494] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-12-11T20:20:41.553778] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-11T20:20:41.553897] [INFO ] [sig       ] COLD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:41.690618] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/COLD.txt
[2025-12-11T20:20:41.690741] [INFO ] [sig       ] [781/3605] Completed COLD in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:41.690777] [INFO ] [sig       ] [782/3605] Forecasting COLL...
[2025-12-11T20:20:41.690806] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-11T20:20:41.690835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-11T20:20:41.701561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-11T20:20:41.701862] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-11T20:20:41.702629] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-11T20:20:41.702679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:41.702741] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:41.702769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:41.702833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:41.760043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:41.761096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:41.761176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:41.761208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:41.885889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:41.886033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:41.886072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:41.886099] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:41.889362] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-11T20:20:41.889647] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-11T20:20:41.889770] [INFO ] [sig       ] COLL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:42.026784] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/COLL.txt
[2025-12-11T20:20:42.026919] [INFO ] [sig       ] [782/3605] Completed COLL in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:42.026958] [INFO ] [sig       ] [783/3605] Forecasting COLM...
[2025-12-11T20:20:42.026988] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-11T20:20:42.027018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-11T20:20:42.037927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-11T20:20:42.038222] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-11T20:20:42.039017] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-11T20:20:42.039070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:42.039104] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:42.039132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:42.039190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:42.094951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:42.095548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:42.095644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:42.095678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:42.214314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:42.214485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:42.214525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:42.214554] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:42.217943] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2025-12-11T20:20:42.218202] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-11T20:20:42.218321] [INFO ] [sig       ] COLM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:42.356561] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/COLM.txt
[2025-12-11T20:20:42.356720] [INFO ] [sig       ] [783/3605] Completed COLM in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:42.356758] [INFO ] [sig       ] [784/3605] Forecasting COMM...
[2025-12-11T20:20:42.356789] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-11T20:20:42.356828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-11T20:20:42.368324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-11T20:20:42.368640] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-11T20:20:42.369441] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-11T20:20:42.369503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:42.369538] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:42.369566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:42.369652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:42.426198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:42.426891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:42.426970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:42.427003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:42.546592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:42.546740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:42.546778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:42.546805] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:42.550068] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-12-11T20:20:42.550333] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-11T20:20:42.550453] [INFO ] [sig       ] COMM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:42.738133] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/COMM.txt
[2025-12-11T20:20:42.738273] [INFO ] [sig       ] [784/3605] Completed COMM in 0.4s | 2.94 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-11T20:20:42.738316] [INFO ] [sig       ] [785/3605] Forecasting COMP...
[2025-12-11T20:20:42.738352] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-11T20:20:42.738389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-11T20:20:42.750527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-11T20:20:42.751002] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-11T20:20:42.751931] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-11T20:20:42.751999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:42.752045] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:42.752078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:42.752135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:42.812814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:42.813767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:42.813850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:42.813882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:42.934264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:42.934417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:42.934459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:42.934522] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:42.937897] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2025-12-11T20:20:42.938187] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-11T20:20:42.938319] [INFO ] [sig       ] COMP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:43.091593] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/COMP.txt
[2025-12-11T20:20:43.091741] [INFO ] [sig       ] [785/3605] Completed COMP in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-11T20:20:43.091781] [INFO ] [sig       ] [786/3605] Forecasting CONL...
[2025-12-11T20:20:43.091810] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-11T20:20:43.091839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-11T20:20:43.103459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-11T20:20:43.103809] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-11T20:20:43.104560] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-11T20:20:43.104632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:43.104663] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:43.104690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:43.104745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:43.161856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:43.162780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:43.162867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:43.162908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:43.284273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:43.284400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:43.284439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:43.284468] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:43.287766] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2025-12-11T20:20:43.288062] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-11T20:20:43.288189] [INFO ] [sig       ] CONL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:43.426700] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CONL.txt
[2025-12-11T20:20:43.426820] [INFO ] [sig       ] [786/3605] Completed CONL in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-11T20:20:43.426856] [INFO ] [sig       ] [787/3605] Forecasting COO...
[2025-12-11T20:20:43.426885] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-11T20:20:43.426913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-11T20:20:43.438668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-11T20:20:43.439011] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-11T20:20:43.439849] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-11T20:20:43.439909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:43.439944] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:43.439975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:43.440043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:43.498407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:43.499240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:43.499325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:43.499365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:43.617777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:43.617948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:43.617989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:43.618018] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:43.621356] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-11T20:20:43.621644] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-11T20:20:43.621765] [INFO ] [sig       ] COO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:43.765391] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/COO.txt
[2025-12-11T20:20:43.765549] [INFO ] [sig       ] [787/3605] Completed COO in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-11T20:20:43.765607] [INFO ] [sig       ] [788/3605] Forecasting COP...
[2025-12-11T20:20:43.765636] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-11T20:20:43.765665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-11T20:20:43.777385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-11T20:20:43.777712] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-11T20:20:43.778496] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-11T20:20:43.778545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:43.778595] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:43.778624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:43.778680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:43.837905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:43.838616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:43.838696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:43.838727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:43.954619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:43.954778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:43.954817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:43.954844] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:43.958446] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=23.02%)
[2025-12-11T20:20:43.958750] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-11T20:20:43.958878] [INFO ] [sig       ] COP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:44.096834] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/COP.txt
[2025-12-11T20:20:44.096965] [INFO ] [sig       ] [788/3605] Completed COP in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-11T20:20:44.097003] [INFO ] [sig       ] [789/3605] Forecasting COPP...
[2025-12-11T20:20:44.097032] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-11T20:20:44.097060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-11T20:20:44.108411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-11T20:20:44.108771] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-11T20:20:44.109558] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-11T20:20:44.109637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:44.109672] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:44.109700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:44.109757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:44.167025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:44.167680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:44.167757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:44.167791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:44.279439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:44.279792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:44.279833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:44.279859] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:44.283296] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-12-11T20:20:44.283598] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-11T20:20:44.283729] [INFO ] [sig       ] COPP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:44.424653] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/COPP.txt
[2025-12-11T20:20:44.424787] [INFO ] [sig       ] [789/3605] Completed COPP in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-11T20:20:44.424826] [INFO ] [sig       ] [790/3605] Forecasting CORZ...
[2025-12-11T20:20:44.424854] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-11T20:20:44.424883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-11T20:20:44.437213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-11T20:20:44.437516] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-11T20:20:44.438359] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-11T20:20:44.438411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:44.438443] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:44.438469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:44.438524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:44.498163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:44.498840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:44.498917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:44.498949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:44.622089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:44.622248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:44.622297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:44.622328] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:44.625734] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-12-11T20:20:44.626002] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-11T20:20:44.626122] [INFO ] [sig       ] CORZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:44.764488] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CORZ.txt
[2025-12-11T20:20:44.764851] [INFO ] [sig       ] [790/3605] Completed CORZ in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-11T20:20:44.764894] [INFO ] [sig       ] [791/3605] Forecasting CORZZ...
[2025-12-11T20:20:44.764923] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-11T20:20:44.764951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-11T20:20:44.776637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-11T20:20:44.776962] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-11T20:20:44.777745] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-11T20:20:44.777796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:44.777864] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:44.777892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:44.777950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:44.834893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:44.835534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:44.835630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:44.835664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:44.946022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:44.946183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:44.946223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:44.946251] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:44.950157] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-11T20:20:44.950443] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-11T20:20:44.950586] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:45.090480] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CORZZ.txt
[2025-12-11T20:20:45.090622] [INFO ] [sig       ] [791/3605] Completed CORZZ in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-11T20:20:45.090662] [INFO ] [sig       ] [792/3605] Forecasting COTY...
[2025-12-11T20:20:45.090690] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-11T20:20:45.090718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-11T20:20:45.101721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-11T20:20:45.101997] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-11T20:20:45.102783] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-11T20:20:45.102833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:45.102865] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:45.102892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:45.102946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:45.159325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:45.160001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:45.160102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:45.160135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:45.284390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:45.284558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:45.284628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:45.284665] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:45.288105] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-11T20:20:45.288366] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-11T20:20:45.288512] [INFO ] [sig       ] COTY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:45.427671] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/COTY.txt
[2025-12-11T20:20:45.427826] [INFO ] [sig       ] [792/3605] Completed COTY in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-11T20:20:45.427869] [INFO ] [sig       ] [793/3605] Forecasting COWG...
[2025-12-11T20:20:45.427900] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-11T20:20:45.427931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-11T20:20:45.439885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-11T20:20:45.440204] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-11T20:20:45.441028] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-11T20:20:45.441080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:45.441112] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:45.441139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:45.441197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:45.500832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:45.501593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:45.501676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:45.501709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:45.617510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:45.617871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:45.617913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:45.617940] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:45.621177] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-12-11T20:20:45.621441] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-11T20:20:45.621557] [INFO ] [sig       ] COWG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:45.762200] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/COWG.txt
[2025-12-11T20:20:45.762342] [INFO ] [sig       ] [793/3605] Completed COWG in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:45.762383] [INFO ] [sig       ] [794/3605] Forecasting COYA...
[2025-12-11T20:20:45.762413] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-11T20:20:45.762443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-11T20:20:45.775180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-11T20:20:45.775561] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-11T20:20:45.776433] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-11T20:20:45.776497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:45.776543] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:45.776599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:45.776660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:45.841614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:45.842661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:45.842767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:45.842817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:45.961213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:45.961364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:45.961404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:45.961431] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:45.964742] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-12-11T20:20:45.965010] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-11T20:20:45.965132] [INFO ] [sig       ] COYA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:46.112446] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/COYA.txt
[2025-12-11T20:20:46.112639] [INFO ] [sig       ] [794/3605] Completed COYA in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:46.112697] [INFO ] [sig       ] [795/3605] Forecasting CP...
[2025-12-11T20:20:46.112730] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-11T20:20:46.112759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-11T20:20:46.124816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-11T20:20:46.125218] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-11T20:20:46.126104] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-11T20:20:46.126170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:46.126204] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:46.126232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:46.126288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:46.188819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:46.189649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:46.189731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:46.189765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:46.321816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:46.321983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:46.322030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:46.322059] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:46.325559] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=62.87%)
[2025-12-11T20:20:46.325853] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-11T20:20:46.325994] [INFO ] [sig       ] CP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:46.475223] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CP.txt
[2025-12-11T20:20:46.475412] [INFO ] [sig       ] [795/3605] Completed CP in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:46.475467] [INFO ] [sig       ] [796/3605] Forecasting CPA...
[2025-12-11T20:20:46.475499] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-11T20:20:46.475529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-11T20:20:46.487272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-11T20:20:46.487657] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-11T20:20:46.488688] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-11T20:20:46.488753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:46.488798] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:46.488832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:46.488911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:46.551359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:46.552196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:46.552277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:46.552310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:46.679258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:46.679417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:46.679465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:46.679505] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:46.683003] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=20.60%)
[2025-12-11T20:20:46.683273] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-11T20:20:46.683400] [INFO ] [sig       ] CPA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:46.836513] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CPA.txt
[2025-12-11T20:20:46.836689] [INFO ] [sig       ] [796/3605] Completed CPA in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:46.836730] [INFO ] [sig       ] [797/3605] Forecasting CPB...
[2025-12-11T20:20:46.836758] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-11T20:20:46.836787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-11T20:20:46.849361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-11T20:20:46.849889] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-11T20:20:46.850755] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-11T20:20:46.850817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:46.850850] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:46.850876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:46.850932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:46.913131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:46.914138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:46.914237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:46.914275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:47.033313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:47.033469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:47.033511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:47.033540] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:47.037013] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-12-11T20:20:47.037302] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-11T20:20:47.037430] [INFO ] [sig       ] CPB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:47.178948] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CPB.txt
[2025-12-11T20:20:47.179104] [INFO ] [sig       ] [797/3605] Completed CPB in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:47.179143] [INFO ] [sig       ] [798/3605] Forecasting CPF...
[2025-12-11T20:20:47.179171] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-11T20:20:47.179200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-11T20:20:47.191550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-11T20:20:47.192008] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-11T20:20:47.192933] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-11T20:20:47.192987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:47.193020] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:47.193047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:47.193103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:47.252980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:47.253920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:47.254012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:47.254048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:47.383846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:47.384007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:47.384047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:47.384075] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:47.387421] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-12-11T20:20:47.387709] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-11T20:20:47.387846] [INFO ] [sig       ] CPF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:47.525460] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CPF.txt
[2025-12-11T20:20:47.525637] [INFO ] [sig       ] [798/3605] Completed CPF in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:47.525684] [INFO ] [sig       ] [799/3605] Forecasting CPIX...
[2025-12-11T20:20:47.525715] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-11T20:20:47.525743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-11T20:20:47.537508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-11T20:20:47.537966] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-11T20:20:47.538753] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-11T20:20:47.538803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:47.538860] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:47.538887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:47.538943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:47.594808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:47.595712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:47.595795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:47.595828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:47.713621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:47.713771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:47.713811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:47.713838] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:47.717146] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-12-11T20:20:47.717414] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-11T20:20:47.717539] [INFO ] [sig       ] CPIX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:47.860034] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CPIX.txt
[2025-12-11T20:20:47.860190] [INFO ] [sig       ] [799/3605] Completed CPIX in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:47.860231] [INFO ] [sig       ] [800/3605] Forecasting CPK...
[2025-12-11T20:20:47.860260] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-11T20:20:47.860289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-11T20:20:47.871694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-11T20:20:47.871977] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-11T20:20:47.872742] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-11T20:20:47.872791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:47.872822] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:47.872848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:47.872903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:47.928554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:47.929252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:47.929329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:47.929360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:48.043292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:48.043438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:48.043477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:48.043504] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:48.046798] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=20.89%)
[2025-12-11T20:20:48.047064] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-11T20:20:48.047199] [INFO ] [sig       ] CPK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:48.187127] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CPK.txt
[2025-12-11T20:20:48.187255] [INFO ] [sig       ] [800/3605] Completed CPK in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:48.187292] [INFO ] [sig       ] [801/3605] Forecasting CPNG...
[2025-12-11T20:20:48.187319] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-11T20:20:48.187348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-11T20:20:48.200563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-11T20:20:48.200939] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-11T20:20:48.201737] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-11T20:20:48.201788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:48.201819] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:48.201845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:48.201900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:48.257894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:48.258709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:48.258790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:48.258822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:48.380216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:48.380381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:48.380422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:48.380448] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:48.383760] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=84.62%)
[2025-12-11T20:20:48.384029] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-11T20:20:48.384149] [INFO ] [sig       ] CPNG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:48.520941] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CPNG.txt
[2025-12-11T20:20:48.521095] [INFO ] [sig       ] [801/3605] Completed CPNG in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:48.521135] [INFO ] [sig       ] [802/3605] Forecasting CPRI...
[2025-12-11T20:20:48.521163] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-11T20:20:48.521192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-11T20:20:48.533566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-11T20:20:48.533979] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-11T20:20:48.534875] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-11T20:20:48.534936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:48.534970] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:48.534996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:48.535053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:48.601794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:48.602813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:48.602914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:48.602957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:48.723380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:48.723535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:48.723592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:48.723669] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:48.726983] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-11T20:20:48.727264] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-11T20:20:48.727392] [INFO ] [sig       ] CPRI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:48.868611] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CPRI.txt
[2025-12-11T20:20:48.868781] [INFO ] [sig       ] [802/3605] Completed CPRI in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-11T20:20:48.868822] [INFO ] [sig       ] [803/3605] Forecasting CPRX...
[2025-12-11T20:20:48.868850] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-11T20:20:48.868879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-11T20:20:48.880505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-11T20:20:48.880846] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-11T20:20:48.881624] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-11T20:20:48.881674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:48.881706] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:48.881731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:48.881785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:48.937875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:48.938742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:48.938822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:48.938854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:49.057982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:49.058168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:49.058209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:49.058236] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:49.061866] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-11T20:20:49.062175] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-11T20:20:49.062308] [INFO ] [sig       ] CPRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:49.200051] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CPRX.txt
[2025-12-11T20:20:49.200193] [INFO ] [sig       ] [803/3605] Completed CPRX in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-11T20:20:49.200233] [INFO ] [sig       ] [804/3605] Forecasting CPS...
[2025-12-11T20:20:49.200260] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-11T20:20:49.200289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-11T20:20:49.211923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-11T20:20:49.212241] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-11T20:20:49.213017] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-11T20:20:49.213067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:49.213097] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:49.213124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:49.213179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:49.269337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:49.270226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:49.270326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:49.270359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:49.391395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:49.391552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:49.391612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:49.391642] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:49.394921] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2025-12-11T20:20:49.395190] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-11T20:20:49.395312] [INFO ] [sig       ] CPS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:49.534591] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CPS.txt
[2025-12-11T20:20:49.534750] [INFO ] [sig       ] [804/3605] Completed CPS in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-11T20:20:49.534791] [INFO ] [sig       ] [805/3605] Forecasting CPSH...
[2025-12-11T20:20:49.534821] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-11T20:20:49.534850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-11T20:20:49.548197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-11T20:20:49.548603] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-11T20:20:49.549394] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-11T20:20:49.549447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:49.549479] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:49.549505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:49.549561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:49.608923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:49.609847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:49.609934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:49.609967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:49.741510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:49.741679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:49.741718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:49.741746] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:49.745163] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-11T20:20:49.745447] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-11T20:20:49.745588] [INFO ] [sig       ] CPSH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:49.884910] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CPSH.txt
[2025-12-11T20:20:49.885058] [INFO ] [sig       ] [805/3605] Completed CPSH in 0.4s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-11T20:20:49.885098] [INFO ] [sig       ] [806/3605] Forecasting CPSS...
[2025-12-11T20:20:49.885126] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-11T20:20:49.885154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-11T20:20:49.897016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-11T20:20:49.897420] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-11T20:20:49.898274] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-11T20:20:49.898329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:49.898362] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:49.898404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:49.898462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:49.957195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:49.958111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:49.958196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:49.958228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:50.066734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:50.066892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:50.066932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:50.066961] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:50.070285] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-12-11T20:20:50.070552] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-11T20:20:50.070691] [INFO ] [sig       ] CPSS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:50.209842] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CPSS.txt
[2025-12-11T20:20:50.209976] [INFO ] [sig       ] [806/3605] Completed CPSS in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-11T20:20:50.210016] [INFO ] [sig       ] [807/3605] Forecasting CPZ...
[2025-12-11T20:20:50.210044] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-11T20:20:50.210073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-11T20:20:50.221494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-11T20:20:50.221799] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-11T20:20:50.222535] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-11T20:20:50.222603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:50.222636] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:50.222662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:50.222718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:50.279501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:50.280248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:50.280328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:50.280361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:50.400990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:50.401266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:50.401309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:50.401337] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:50.404847] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-11T20:20:50.405135] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-11T20:20:50.405261] [INFO ] [sig       ] CPZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:50.543899] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CPZ.txt
[2025-12-11T20:20:50.544031] [INFO ] [sig       ] [807/3605] Completed CPZ in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-11T20:20:50.544071] [INFO ] [sig       ] [808/3605] Forecasting CQP...
[2025-12-11T20:20:50.544100] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-11T20:20:50.544128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-11T20:20:50.555816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-11T20:20:50.556136] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-11T20:20:50.556922] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-11T20:20:50.556973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:50.557003] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:50.557029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:50.557084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:50.613028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:50.613870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:50.613949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:50.613981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:50.731172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:50.731333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:50.731374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:50.731402] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:50.734853] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2025-12-11T20:20:50.735126] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-11T20:20:50.735251] [INFO ] [sig       ] CQP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:50.874974] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CQP.txt
[2025-12-11T20:20:50.875099] [INFO ] [sig       ] [808/3605] Completed CQP in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-11T20:20:50.875137] [INFO ] [sig       ] [809/3605] Forecasting CRAI...
[2025-12-11T20:20:50.875165] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-11T20:20:50.875193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-11T20:20:50.887173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-11T20:20:50.887496] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-11T20:20:50.888372] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-11T20:20:50.888425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:50.888456] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:50.888483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:50.888540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:50.945095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:50.945931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:50.946042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:50.946081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:51.065428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:51.065595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:51.065638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:51.065666] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:51.068927] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=16.41%)
[2025-12-11T20:20:51.069195] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-11T20:20:51.069315] [INFO ] [sig       ] CRAI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:51.205050] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRAI.txt
[2025-12-11T20:20:51.205174] [INFO ] [sig       ] [809/3605] Completed CRAI in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-11T20:20:51.205212] [INFO ] [sig       ] [810/3605] Forecasting CRBG...
[2025-12-11T20:20:51.205241] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-11T20:20:51.205276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-11T20:20:51.216563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-11T20:20:51.216871] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-11T20:20:51.217668] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-11T20:20:51.217719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:51.217751] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:51.217776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:51.217851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:51.273527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:51.274203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:51.274280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:51.274310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:51.389763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:51.389893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:51.389930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:51.389956] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:51.393157] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-11T20:20:51.393416] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-11T20:20:51.393535] [INFO ] [sig       ] CRBG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:51.532813] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRBG.txt
[2025-12-11T20:20:51.532947] [INFO ] [sig       ] [810/3605] Completed CRBG in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:51.532985] [INFO ] [sig       ] [811/3605] Forecasting CRBP...
[2025-12-11T20:20:51.533013] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-11T20:20:51.533041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-11T20:20:51.544370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-11T20:20:51.544685] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-11T20:20:51.545428] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-11T20:20:51.545477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:51.545508] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:51.545534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:51.545606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:51.601342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:51.601989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:51.602063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:51.602094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:51.718061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:51.718216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:51.718255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:51.718283] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:51.721622] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=18.65%)
[2025-12-11T20:20:51.721894] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-11T20:20:51.722019] [INFO ] [sig       ] CRBP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:51.858831] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRBP.txt
[2025-12-11T20:20:51.858967] [INFO ] [sig       ] [811/3605] Completed CRBP in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:51.859007] [INFO ] [sig       ] [812/3605] Forecasting CRC...
[2025-12-11T20:20:51.859035] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-11T20:20:51.859065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-11T20:20:51.870155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-11T20:20:51.870469] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-11T20:20:51.871240] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-11T20:20:51.871291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:51.871322] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:51.871348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:51.871403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:51.928216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:51.929174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:51.929256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:51.929287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:52.051725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:52.051881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:52.051922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:52.051952] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:52.055365] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-11T20:20:52.055739] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-11T20:20:52.055889] [INFO ] [sig       ] CRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:52.196073] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRC.txt
[2025-12-11T20:20:52.196229] [INFO ] [sig       ] [812/3605] Completed CRC in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:52.196268] [INFO ] [sig       ] [813/3605] Forecasting CRDF...
[2025-12-11T20:20:52.196297] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-11T20:20:52.196326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-11T20:20:52.207491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-11T20:20:52.207785] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-11T20:20:52.208570] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-11T20:20:52.208638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:52.208670] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:52.208696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:52.208751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:52.265120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:52.265821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:52.265901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:52.265935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:52.382719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:52.382859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:52.382899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:52.382927] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:52.386167] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=62.32%)
[2025-12-11T20:20:52.386442] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-11T20:20:52.386562] [INFO ] [sig       ] CRDF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:52.522837] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CRDF.txt
[2025-12-11T20:20:52.522959] [INFO ] [sig       ] [813/3605] Completed CRDF in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:52.522998] [INFO ] [sig       ] [814/3605] Forecasting CRDO...
[2025-12-11T20:20:52.523026] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-11T20:20:52.523054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-11T20:20:52.535155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-11T20:20:52.535498] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-11T20:20:52.536305] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-11T20:20:52.536355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:52.536386] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:52.536412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:52.536466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:52.591727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:52.592472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:52.592553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:52.592603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:52.709127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:52.709295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:52.709335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:52.709362] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:52.712766] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=24.91%)
[2025-12-11T20:20:52.713037] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-11T20:20:52.713161] [INFO ] [sig       ] CRDO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:52.852138] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRDO.txt
[2025-12-11T20:20:52.852301] [INFO ] [sig       ] [814/3605] Completed CRDO in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:52.852340] [INFO ] [sig       ] [815/3605] Forecasting CREG...
[2025-12-11T20:20:52.852367] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-11T20:20:52.852395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-11T20:20:52.864312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-11T20:20:52.864700] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-11T20:20:52.865464] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-11T20:20:52.865514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:52.865545] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:52.865570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:52.865661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:52.920956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:52.921751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:52.921829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:52.921861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:53.025686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:53.025843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:53.025884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:53.025912] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:53.029206] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-11T20:20:53.029472] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-11T20:20:53.029634] [INFO ] [sig       ] CREG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:53.171919] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CREG.txt
[2025-12-11T20:20:53.172064] [INFO ] [sig       ] [815/3605] Completed CREG in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:53.172104] [INFO ] [sig       ] [816/3605] Forecasting CRESY...
[2025-12-11T20:20:53.172132] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-11T20:20:53.172160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-11T20:20:53.184654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-11T20:20:53.184975] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-11T20:20:53.185750] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-11T20:20:53.185800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:53.185856] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:53.185883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:53.185938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:53.241352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:53.242150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:53.242231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:53.242262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:53.359480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:53.359661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:53.359703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:53.359731] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:53.363087] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-11T20:20:53.363357] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-11T20:20:53.363500] [INFO ] [sig       ] CRESY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:53.505671] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRESY.txt
[2025-12-11T20:20:53.505811] [INFO ] [sig       ] [816/3605] Completed CRESY in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:53.505849] [INFO ] [sig       ] [817/3605] Forecasting CREX...
[2025-12-11T20:20:53.505879] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-11T20:20:53.505907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-11T20:20:53.517761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-11T20:20:53.518115] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-11T20:20:53.518893] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-11T20:20:53.518943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:53.518975] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:53.519000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:53.519067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:53.575931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:53.576649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:53.576725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:53.576756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:53.692987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:53.693142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:53.693182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:53.693210] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:53.696496] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-12-11T20:20:53.696772] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-11T20:20:53.696889] [INFO ] [sig       ] CREX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:53.834030] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CREX.txt
[2025-12-11T20:20:53.834160] [INFO ] [sig       ] [817/3605] Completed CREX in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:53.834197] [INFO ] [sig       ] [818/3605] Forecasting CRGO...
[2025-12-11T20:20:53.834225] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-11T20:20:53.834253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-11T20:20:53.845891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-11T20:20:53.846187] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-11T20:20:53.846951] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-11T20:20:53.847001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:53.847033] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:53.847059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:53.847114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:53.903659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:53.904303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:53.904379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:53.904411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:54.021611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:54.021766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:54.021803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:54.021830] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:54.025106] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-12-11T20:20:54.025366] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-11T20:20:54.025486] [INFO ] [sig       ] CRGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:54.168736] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CRGO.txt
[2025-12-11T20:20:54.168863] [INFO ] [sig       ] [818/3605] Completed CRGO in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:54.168900] [INFO ] [sig       ] [819/3605] Forecasting CRGY...
[2025-12-11T20:20:54.168929] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-11T20:20:54.168957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-11T20:20:54.180553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-11T20:20:54.180845] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-11T20:20:54.181614] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-11T20:20:54.181675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:54.181707] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:54.181733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:54.181788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:54.241106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:54.241808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:54.241886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:54.241918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:54.362651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:54.362807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:54.362847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:54.362909] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:54.366263] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-11T20:20:54.366533] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-11T20:20:54.366679] [INFO ] [sig       ] CRGY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:54.504716] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRGY.txt
[2025-12-11T20:20:54.504841] [INFO ] [sig       ] [819/3605] Completed CRGY in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:54.504879] [INFO ] [sig       ] [820/3605] Forecasting CRH...
[2025-12-11T20:20:54.504907] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-11T20:20:54.504936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-11T20:20:54.516432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-11T20:20:54.516719] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-11T20:20:54.517669] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-11T20:20:54.517718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:54.517749] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:54.517774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:54.518033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:54.576003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:54.576629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:54.576723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:54.576762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:54.700608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:54.700770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:54.700811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:54.700846] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:54.704749] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-11T20:20:54.705123] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-11T20:20:54.705271] [INFO ] [sig       ] CRH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:54.850592] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRH.txt
[2025-12-11T20:20:54.850745] [INFO ] [sig       ] [820/3605] Completed CRH in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-11T20:20:54.850785] [INFO ] [sig       ] [821/3605] Forecasting CRI...
[2025-12-11T20:20:54.850814] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-11T20:20:54.850843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-11T20:20:54.862836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-11T20:20:54.863209] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-11T20:20:54.864039] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-11T20:20:54.864093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:54.864126] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:54.864152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:54.864210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:54.921058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:54.921953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:54.922036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:54.922067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:55.043906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:55.044063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:55.044104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:55.044133] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:55.047494] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-12-11T20:20:55.047787] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-11T20:20:55.047942] [INFO ] [sig       ] CRI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:55.185444] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CRI.txt
[2025-12-11T20:20:55.185615] [INFO ] [sig       ] [821/3605] Completed CRI in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-11T20:20:55.185656] [INFO ] [sig       ] [822/3605] Forecasting CRIS...
[2025-12-11T20:20:55.185685] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-11T20:20:55.185715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-11T20:20:55.196937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-11T20:20:55.197312] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-11T20:20:55.198169] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-11T20:20:55.198222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:55.198254] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:55.198281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:55.198336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:55.254629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:55.255388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:55.255469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:55.255501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:55.375814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:55.375966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:55.376005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:55.376032] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:55.379415] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=49.71%)
[2025-12-11T20:20:55.379726] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-11T20:20:55.379856] [INFO ] [sig       ] CRIS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:55.522185] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRIS.txt
[2025-12-11T20:20:55.522323] [INFO ] [sig       ] [822/3605] Completed CRIS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-11T20:20:55.522363] [INFO ] [sig       ] [823/3605] Forecasting CRK...
[2025-12-11T20:20:55.522392] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-11T20:20:55.522421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-11T20:20:55.534346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-11T20:20:55.534633] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-11T20:20:55.535380] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-11T20:20:55.535430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:55.535462] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:55.535488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:55.535544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:55.593084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:55.594013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:55.594095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:55.594129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:55.715489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:55.715651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:55.715698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:55.715731] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:55.719035] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-12-11T20:20:55.719294] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-11T20:20:55.719412] [INFO ] [sig       ] CRK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:55.866921] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CRK.txt
[2025-12-11T20:20:55.867071] [INFO ] [sig       ] [823/3605] Completed CRK in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-11T20:20:55.867110] [INFO ] [sig       ] [824/3605] Forecasting CRL...
[2025-12-11T20:20:55.867140] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-11T20:20:55.867169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-11T20:20:55.879031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-11T20:20:55.879393] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-11T20:20:55.880170] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-11T20:20:55.880220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:55.880251] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:55.880276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:55.880332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:55.937244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:55.937962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:55.938040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:55.938071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:56.061196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:56.061347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:56.061384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:56.061411] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:56.064690] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=24.88%)
[2025-12-11T20:20:56.064973] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-11T20:20:56.065120] [INFO ] [sig       ] CRL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:56.210745] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRL.txt
[2025-12-11T20:20:56.210893] [INFO ] [sig       ] [824/3605] Completed CRL in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-11T20:20:56.210933] [INFO ] [sig       ] [825/3605] Forecasting CRM...
[2025-12-11T20:20:56.210961] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-11T20:20:56.210990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-11T20:20:56.223107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-11T20:20:56.223452] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-11T20:20:56.224250] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-11T20:20:56.224300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:56.224332] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:56.224358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:56.224413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:56.283639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:56.284521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:56.284639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:56.284675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:56.409065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:56.409220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:56.409260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:56.409287] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:56.412646] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-12-11T20:20:56.412938] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-11T20:20:56.413062] [INFO ] [sig       ] CRM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:56.555450] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CRM.txt
[2025-12-11T20:20:56.555603] [INFO ] [sig       ] [825/3605] Completed CRM in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-11T20:20:56.555645] [INFO ] [sig       ] [826/3605] Forecasting CRMD...
[2025-12-11T20:20:56.555673] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-11T20:20:56.555704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-11T20:20:56.567929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-11T20:20:56.568215] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-11T20:20:56.568993] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-11T20:20:56.569046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:56.569078] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:56.569105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:56.569162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:56.627248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:56.628146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:56.628295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:56.628342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:56.742961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:56.743100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:56.743179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:56.743209] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:56.746426] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-12-11T20:20:56.746709] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-11T20:20:56.746828] [INFO ] [sig       ] CRMD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:56.892920] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRMD.txt
[2025-12-11T20:20:56.893076] [INFO ] [sig       ] [826/3605] Completed CRMD in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-11T20:20:56.893115] [INFO ] [sig       ] [827/3605] Forecasting CRML...
[2025-12-11T20:20:56.893145] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-11T20:20:56.893176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-11T20:20:56.905128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-11T20:20:56.905510] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-11T20:20:56.906301] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-11T20:20:56.906353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:56.906385] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:56.906410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:56.906466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:56.965091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:56.965989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:56.966074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:56.966107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:57.103150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:57.103300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:57.103340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:57.103368] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:57.106626] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=0.10%)
[2025-12-11T20:20:57.106892] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-11T20:20:57.107009] [INFO ] [sig       ] CRML: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:57.244344] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRML.txt
[2025-12-11T20:20:57.244485] [INFO ] [sig       ] [827/3605] Completed CRML in 0.4s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:20:57.244525] [INFO ] [sig       ] [828/3605] Forecasting CRNC...
[2025-12-11T20:20:57.244555] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-11T20:20:57.244605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-11T20:20:57.256067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-11T20:20:57.256428] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-11T20:20:57.257197] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-11T20:20:57.257247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:57.257278] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:57.257304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:57.257358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:57.313844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:57.314672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:57.314752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:57.314785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:57.430853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:57.430998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:57.431037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:57.431064] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:57.434324] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-12-11T20:20:57.434606] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-11T20:20:57.434727] [INFO ] [sig       ] CRNC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:57.575786] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRNC.txt
[2025-12-11T20:20:57.575942] [INFO ] [sig       ] [828/3605] Completed CRNC in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:20:57.575982] [INFO ] [sig       ] [829/3605] Forecasting CRNX...
[2025-12-11T20:20:57.576010] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-11T20:20:57.576039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-11T20:20:57.588656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-11T20:20:57.589047] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-11T20:20:57.589869] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-11T20:20:57.589921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:57.589954] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:57.589982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:57.590038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:57.647094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:57.648041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:57.648128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:57.648161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:57.769946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:57.770099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:57.770139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:57.770166] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:57.773488] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-12-11T20:20:57.773774] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-11T20:20:57.773895] [INFO ] [sig       ] CRNX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:57.912708] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CRNX.txt
[2025-12-11T20:20:57.912876] [INFO ] [sig       ] [829/3605] Completed CRNX in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:20:57.912915] [INFO ] [sig       ] [830/3605] Forecasting CRON...
[2025-12-11T20:20:57.912945] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-11T20:20:57.912973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-11T20:20:57.925512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-11T20:20:57.925942] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-11T20:20:57.926741] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-11T20:20:57.926793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:57.926838] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:57.926865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:57.926922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:57.983292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:57.984103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:57.984199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:57.984231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:58.099547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:58.099711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:58.099749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:58.099776] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:58.103000] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-11T20:20:58.103263] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-11T20:20:58.103380] [INFO ] [sig       ] CRON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:58.242487] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRON.txt
[2025-12-11T20:20:58.242655] [INFO ] [sig       ] [830/3605] Completed CRON in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:20:58.242698] [INFO ] [sig       ] [831/3605] Forecasting CROX...
[2025-12-11T20:20:58.242727] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-11T20:20:58.242756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-11T20:20:58.254466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-11T20:20:58.254854] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-11T20:20:58.255628] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-11T20:20:58.255679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:58.255709] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:58.255736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:58.255790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:58.312833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:58.313650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:58.313729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:58.313761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:58.429148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:58.429296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:58.429336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:58.429363] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:58.432649] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=34.26%)
[2025-12-11T20:20:58.432915] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-11T20:20:58.433035] [INFO ] [sig       ] CROX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:58.571044] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CROX.txt
[2025-12-11T20:20:58.571163] [INFO ] [sig       ] [831/3605] Completed CROX in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:20:58.571201] [INFO ] [sig       ] [832/3605] Forecasting CRS...
[2025-12-11T20:20:58.571229] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-11T20:20:58.571257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-11T20:20:58.582813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-11T20:20:58.583098] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-11T20:20:58.583858] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-11T20:20:58.583907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:58.583938] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:58.583965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:58.584020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:58.640871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:58.641510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:58.641603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:58.641637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:58.757260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:58.757412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:58.757452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:58.757481] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:58.760808] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=61.25%)
[2025-12-11T20:20:58.761074] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-11T20:20:58.761202] [INFO ] [sig       ] CRS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:20:58.901364] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CRS.txt
[2025-12-11T20:20:58.901509] [INFO ] [sig       ] [832/3605] Completed CRS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:20:58.901548] [INFO ] [sig       ] [833/3605] Forecasting CRSP...
[2025-12-11T20:20:58.901606] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-11T20:20:58.901638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-11T20:20:58.913049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-11T20:20:58.913362] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-11T20:20:58.914153] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-11T20:20:58.914203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:58.914258] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:58.914288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:58.914362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:58.972067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:58.972797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:58.972873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:58.972904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:59.092209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:59.092332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:59.092373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:59.092401] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:59.095767] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=25.44%)
[2025-12-11T20:20:59.096038] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-11T20:20:59.096173] [INFO ] [sig       ] CRSP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:59.235370] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRSP.txt
[2025-12-11T20:20:59.235526] [INFO ] [sig       ] [833/3605] Completed CRSP in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:20:59.235591] [INFO ] [sig       ] [834/3605] Forecasting CRTO...
[2025-12-11T20:20:59.235625] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-11T20:20:59.235654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-11T20:20:59.247100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-11T20:20:59.247428] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-11T20:20:59.248425] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-11T20:20:59.248478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:59.248510] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:59.248537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:59.248640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:59.306989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:59.307850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:59.307933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:59.307967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:59.431656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:59.431806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:59.431846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:59.431874] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:59.435484] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=47.96%)
[2025-12-11T20:20:59.435768] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-11T20:20:59.435887] [INFO ] [sig       ] CRTO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:59.576264] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRTO.txt
[2025-12-11T20:20:59.576391] [INFO ] [sig       ] [834/3605] Completed CRTO in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:20:59.576428] [INFO ] [sig       ] [835/3605] Forecasting CRUS...
[2025-12-11T20:20:59.576455] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-11T20:20:59.576483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-11T20:20:59.591149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-11T20:20:59.591481] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-11T20:20:59.592411] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-11T20:20:59.592473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:59.592512] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:59.592539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:59.592628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:59.660154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:59.661083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:59.661172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:59.661204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:20:59.780699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:20:59.780855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:20:59.780894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:20:59.780922] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:20:59.784187] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=46.59%)
[2025-12-11T20:20:59.784464] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-11T20:20:59.784645] [INFO ] [sig       ] CRUS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:20:59.923662] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRUS.txt
[2025-12-11T20:20:59.923812] [INFO ] [sig       ] [835/3605] Completed CRUS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:20:59.923855] [INFO ] [sig       ] [836/3605] Forecasting CRVL...
[2025-12-11T20:20:59.923884] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-11T20:20:59.923916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-11T20:20:59.935552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-11T20:20:59.935970] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-11T20:20:59.936795] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-11T20:20:59.936847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:20:59.936879] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:20:59.936906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:20:59.936961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:20:59.993649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:20:59.994527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:20:59.994635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:20:59.994668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:00.115823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:00.115975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:00.116014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:00.116082] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:00.119592] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-12-11T20:21:00.119916] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-11T20:21:00.120045] [INFO ] [sig       ] CRVL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:00.258033] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRVL.txt
[2025-12-11T20:21:00.258192] [INFO ] [sig       ] [836/3605] Completed CRVL in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:21:00.258234] [INFO ] [sig       ] [837/3605] Forecasting CRVO...
[2025-12-11T20:21:00.258263] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-11T20:21:00.258293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-11T20:21:00.269646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-11T20:21:00.270008] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-11T20:21:00.270838] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-11T20:21:00.270891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:00.270924] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:00.270950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:00.271008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:00.329099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:00.329967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:00.330059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:00.330101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:00.451340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:00.451489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:00.451530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:00.451595] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:00.454927] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-11T20:21:00.455207] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-11T20:21:00.455332] [INFO ] [sig       ] CRVO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:00.603006] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CRVO.txt
[2025-12-11T20:21:00.603174] [INFO ] [sig       ] [837/3605] Completed CRVO in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:21:00.603220] [INFO ] [sig       ] [838/3605] Forecasting CRVS...
[2025-12-11T20:21:00.603251] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-11T20:21:00.603282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-11T20:21:00.615232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-11T20:21:00.615657] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-11T20:21:00.616454] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-11T20:21:00.616507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:00.616540] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:00.616591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:00.616653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:00.674521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:00.675233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:00.675313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:00.675346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:00.795424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:00.795552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:00.795611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:00.795643] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:00.798952] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-11T20:21:00.799219] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-11T20:21:00.799341] [INFO ] [sig       ] CRVS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:00.941910] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CRVS.txt
[2025-12-11T20:21:00.942050] [INFO ] [sig       ] [838/3605] Completed CRVS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-11T20:21:00.942088] [INFO ] [sig       ] [839/3605] Forecasting CRWD...
[2025-12-11T20:21:00.942117] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-11T20:21:00.942146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-11T20:21:00.953221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-11T20:21:00.953548] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-11T20:21:00.954347] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-11T20:21:00.954399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:00.954431] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:00.954457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:00.954512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:01.015907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:01.016717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:01.016814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:01.016847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:01.140725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:01.140886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:01.140926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:01.140961] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:01.144622] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-12-11T20:21:01.144909] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-11T20:21:01.145039] [INFO ] [sig       ] CRWD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:01.296603] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRWD.txt
[2025-12-11T20:21:01.296739] [INFO ] [sig       ] [839/3605] Completed CRWD in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-11T20:21:01.296783] [INFO ] [sig       ] [840/3605] Forecasting CRWS...
[2025-12-11T20:21:01.296828] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-11T20:21:01.296860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-11T20:21:01.309146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-11T20:21:01.309493] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-11T20:21:01.310304] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-11T20:21:01.310355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:01.310387] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:01.310413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:01.310469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:01.369831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:01.370699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:01.370788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:01.370823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:01.482890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:01.483027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:01.483068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:01.483100] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:01.486550] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-11T20:21:01.486906] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-11T20:21:01.487044] [INFO ] [sig       ] CRWS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:01.626493] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CRWS.txt
[2025-12-11T20:21:01.626644] [INFO ] [sig       ] [840/3605] Completed CRWS in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-11T20:21:01.626685] [INFO ] [sig       ] [841/3605] Forecasting CSAN...
[2025-12-11T20:21:01.626713] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-11T20:21:01.626743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-11T20:21:01.638666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-11T20:21:01.639037] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-11T20:21:01.639811] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-11T20:21:01.639863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:01.639906] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:01.639934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:01.639991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:01.697125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:01.697967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:01.698048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:01.698079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:01.815497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:01.815662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:01.815701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:01.815728] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:01.818990] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-11T20:21:01.819453] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-11T20:21:01.819591] [INFO ] [sig       ] CSAN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:01.962226] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CSAN.txt
[2025-12-11T20:21:01.962389] [INFO ] [sig       ] [841/3605] Completed CSAN in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-11T20:21:01.962433] [INFO ] [sig       ] [842/3605] Forecasting CSB...
[2025-12-11T20:21:01.962463] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-11T20:21:01.962492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-11T20:21:01.975669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-11T20:21:01.975992] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-11T20:21:01.976879] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-11T20:21:01.976939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:01.976981] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:01.977016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:01.977093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:02.039422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:02.040191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:02.040287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:02.040320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:02.148224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:02.148343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:02.148379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:02.148408] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:02.151605] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-11T20:21:02.151878] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-11T20:21:02.152004] [INFO ] [sig       ] CSB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:02.289991] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CSB.txt
[2025-12-11T20:21:02.290139] [INFO ] [sig       ] [842/3605] Completed CSB in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-11T20:21:02.290177] [INFO ] [sig       ] [843/3605] Forecasting CSCO...
[2025-12-11T20:21:02.290205] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-11T20:21:02.290234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-11T20:21:02.302065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-11T20:21:02.302344] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-11T20:21:02.303114] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-11T20:21:02.303165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:02.303195] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:02.303222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:02.303276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:02.359425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:02.360051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:02.360151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:02.360183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:02.478814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:02.478953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:02.478991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:02.479019] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:02.482275] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2025-12-11T20:21:02.482534] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-11T20:21:02.482672] [INFO ] [sig       ] CSCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:02.618746] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CSCO.txt
[2025-12-11T20:21:02.618855] [INFO ] [sig       ] [843/3605] Completed CSCO in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-11T20:21:02.618891] [INFO ] [sig       ] [844/3605] Forecasting CSGP...
[2025-12-11T20:21:02.618920] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-11T20:21:02.618948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-11T20:21:02.630129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-11T20:21:02.630394] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-11T20:21:02.631145] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-11T20:21:02.631196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:02.631227] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:02.631254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:02.631309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:02.688623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:02.689275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:02.689351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:02.689382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:02.811205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:02.811332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:02.811371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:02.811398] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:02.814693] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=51.15%)
[2025-12-11T20:21:02.814959] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-11T20:21:02.815074] [INFO ] [sig       ] CSGP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:02.959310] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CSGP.txt
[2025-12-11T20:21:02.959443] [INFO ] [sig       ] [844/3605] Completed CSGP in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:02.959480] [INFO ] [sig       ] [845/3605] Forecasting CSGS...
[2025-12-11T20:21:02.959522] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-11T20:21:02.959554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-11T20:21:02.972306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-11T20:21:02.972597] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-11T20:21:02.973345] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-11T20:21:02.973395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:02.973425] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:02.973451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:02.973506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:03.030010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:03.030630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:03.030711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:03.030744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:03.151144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:03.151296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:03.151337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:03.151366] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:03.154800] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-11T20:21:03.155075] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-11T20:21:03.155228] [INFO ] [sig       ] CSGS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:03.299063] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CSGS.txt
[2025-12-11T20:21:03.299198] [INFO ] [sig       ] [845/3605] Completed CSGS in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:03.299236] [INFO ] [sig       ] [846/3605] Forecasting CSIQ...
[2025-12-11T20:21:03.299266] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-11T20:21:03.299296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-11T20:21:03.310753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-11T20:21:03.311038] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-11T20:21:03.311799] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-11T20:21:03.311849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:03.311881] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:03.311907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:03.311963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:03.368638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:03.369510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:03.369606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:03.369640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:03.496520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:03.496704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:03.496745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:03.496773] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:03.500287] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-11T20:21:03.500561] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-11T20:21:03.500704] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:03.640703] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CSIQ.txt
[2025-12-11T20:21:03.640858] [INFO ] [sig       ] [846/3605] Completed CSIQ in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:03.640896] [INFO ] [sig       ] [847/3605] Forecasting CSPI...
[2025-12-11T20:21:03.640925] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-11T20:21:03.640954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-11T20:21:03.652541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-11T20:21:03.652885] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-11T20:21:03.653657] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-11T20:21:03.653707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:03.653739] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:03.653765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:03.653820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:03.711273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:03.711973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:03.712052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:03.712082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:03.826771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:03.826922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:03.826961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:03.826989] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:03.830236] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-11T20:21:03.830500] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-11T20:21:03.830635] [INFO ] [sig       ] CSPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:03.968031] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CSPI.txt
[2025-12-11T20:21:03.968167] [INFO ] [sig       ] [847/3605] Completed CSPI in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:03.968207] [INFO ] [sig       ] [848/3605] Forecasting CSQ...
[2025-12-11T20:21:03.968238] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-11T20:21:03.968266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-11T20:21:03.979304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-11T20:21:03.979606] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-11T20:21:03.980354] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-11T20:21:03.980404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:03.980435] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:03.980462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:03.980517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:04.039188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:04.039910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:04.039989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:04.040023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:04.157735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:04.157895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:04.157937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:04.157982] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:04.161437] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-11T20:21:04.161733] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-11T20:21:04.161859] [INFO ] [sig       ] CSQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:04.303325] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CSQ.txt
[2025-12-11T20:21:04.303459] [INFO ] [sig       ] [848/3605] Completed CSQ in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:04.303497] [INFO ] [sig       ] [849/3605] Forecasting CSTL...
[2025-12-11T20:21:04.303525] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-11T20:21:04.303555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-11T20:21:04.314585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-11T20:21:04.314899] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-11T20:21:04.315898] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-11T20:21:04.315951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:04.315984] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:04.316012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:04.316068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:04.379039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:04.380024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:04.380115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:04.380155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:04.510345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:04.510483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:04.510522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:04.510551] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:04.513994] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-11T20:21:04.514295] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-11T20:21:04.514425] [INFO ] [sig       ] CSTL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:04.654201] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CSTL.txt
[2025-12-11T20:21:04.654331] [INFO ] [sig       ] [849/3605] Completed CSTL in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:04.654370] [INFO ] [sig       ] [850/3605] Forecasting CSTM...
[2025-12-11T20:21:04.654399] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-11T20:21:04.654428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-11T20:21:04.666743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-11T20:21:04.667043] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-11T20:21:04.667882] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-11T20:21:04.667936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:04.667994] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:04.668024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:04.668081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:04.728639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:04.729486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:04.729568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:04.729622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:04.852621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:04.852777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:04.852817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:04.852846] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:04.856354] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-12-11T20:21:04.856663] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-11T20:21:04.856792] [INFO ] [sig       ] CSTM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:05.002060] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CSTM.txt
[2025-12-11T20:21:05.002198] [INFO ] [sig       ] [850/3605] Completed CSTM in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:05.002238] [INFO ] [sig       ] [851/3605] Forecasting CSWC...
[2025-12-11T20:21:05.002268] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-11T20:21:05.002301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-11T20:21:05.021452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-11T20:21:05.021771] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-11T20:21:05.022586] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-11T20:21:05.022639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:05.022672] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:05.022699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:05.022756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:05.082930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:05.083823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:05.083907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:05.083940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:05.206550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:05.206726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:05.206768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:05.206796] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:05.210301] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-11T20:21:05.210621] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-11T20:21:05.210749] [INFO ] [sig       ] CSWC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:05.352240] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CSWC.txt
[2025-12-11T20:21:05.352396] [INFO ] [sig       ] [851/3605] Completed CSWC in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:05.352437] [INFO ] [sig       ] [852/3605] Forecasting CSX...
[2025-12-11T20:21:05.352465] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-11T20:21:05.352495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-11T20:21:05.366829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-11T20:21:05.367398] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-11T20:21:05.368220] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-11T20:21:05.368272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:05.368304] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:05.368329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:05.368397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:05.427394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:05.428271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:05.428355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:05.428386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:05.553700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:05.553857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:05.553905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:05.553947] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:05.557677] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-11T20:21:05.558045] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-11T20:21:05.558183] [INFO ] [sig       ] CSX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:05.710954] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CSX.txt
[2025-12-11T20:21:05.711097] [INFO ] [sig       ] [852/3605] Completed CSX in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:05.711137] [INFO ] [sig       ] [853/3605] Forecasting CTAS...
[2025-12-11T20:21:05.711165] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-11T20:21:05.711194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-11T20:21:05.722502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-11T20:21:05.722881] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-11T20:21:05.723697] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-11T20:21:05.723748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:05.723778] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:05.723803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:05.723861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:05.780736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:05.781555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:05.781651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:05.781683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:05.895068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:05.895221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:05.895260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:05.895319] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:05.898668] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=82.24%)
[2025-12-11T20:21:05.898936] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-11T20:21:05.899052] [INFO ] [sig       ] CTAS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:06.037757] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CTAS.txt
[2025-12-11T20:21:06.037949] [INFO ] [sig       ] [853/3605] Completed CTAS in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:06.037990] [INFO ] [sig       ] [854/3605] Forecasting CTBB...
[2025-12-11T20:21:06.038018] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-11T20:21:06.038046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-11T20:21:06.052233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-11T20:21:06.052642] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-11T20:21:06.053601] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-11T20:21:06.053674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:06.053712] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:06.053744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:06.053820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:06.110849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:06.111714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:06.111793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:06.111825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:06.226934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:06.227091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:06.227129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:06.227157] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:06.233347] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=51.02%)
[2025-12-11T20:21:06.233665] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-11T20:21:06.233789] [INFO ] [sig       ] CTBB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:06.371455] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CTBB.txt
[2025-12-11T20:21:06.371623] [INFO ] [sig       ] [854/3605] Completed CTBB in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:06.371665] [INFO ] [sig       ] [855/3605] Forecasting CTBI...
[2025-12-11T20:21:06.371693] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-11T20:21:06.371722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-11T20:21:06.382786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-11T20:21:06.383049] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-11T20:21:06.383800] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-11T20:21:06.383851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:06.383881] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:06.383907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:06.383963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:06.439743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:06.440595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:06.440675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:06.440706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:06.564234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:06.564392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:06.564432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:06.564460] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:06.567924] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-11T20:21:06.568255] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-11T20:21:06.568386] [INFO ] [sig       ] CTBI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:06.711847] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CTBI.txt
[2025-12-11T20:21:06.711998] [INFO ] [sig       ] [855/3605] Completed CTBI in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-11T20:21:06.712038] [INFO ] [sig       ] [856/3605] Forecasting CTDD...
[2025-12-11T20:21:06.712066] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-11T20:21:06.712096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-11T20:21:06.734369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-11T20:21:06.734756] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-11T20:21:06.735512] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-11T20:21:06.735563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:06.735614] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:06.735640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:06.735695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:06.791882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:06.792771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:06.792852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:06.792884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:06.903363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:06.903517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:06.903556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:06.903604] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:06.906913] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-11T20:21:06.907188] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-11T20:21:06.907307] [INFO ] [sig       ] CTDD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:07.043830] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CTDD.txt
[2025-12-11T20:21:07.043979] [INFO ] [sig       ] [856/3605] Completed CTDD in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-11T20:21:07.044026] [INFO ] [sig       ] [857/3605] Forecasting CTKB...
[2025-12-11T20:21:07.044060] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-11T20:21:07.044090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-11T20:21:07.063438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-11T20:21:07.063764] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-11T20:21:07.064505] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-11T20:21:07.064555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:07.064605] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:07.064634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:07.064690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:07.120715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:07.121521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:07.121619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:07.121653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:07.237988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:07.238143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:07.238182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:07.238217] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:07.241552] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=39.54%)
[2025-12-11T20:21:07.241841] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-11T20:21:07.241969] [INFO ] [sig       ] CTKB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:07.380204] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CTKB.txt
[2025-12-11T20:21:07.380370] [INFO ] [sig       ] [857/3605] Completed CTKB in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-11T20:21:07.380413] [INFO ] [sig       ] [858/3605] Forecasting CTLP...
[2025-12-11T20:21:07.380442] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-11T20:21:07.380471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-11T20:21:07.391951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-11T20:21:07.392307] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-11T20:21:07.393088] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-11T20:21:07.393138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:07.393170] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:07.393196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:07.393251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:07.452862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:07.453712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:07.453797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:07.453829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:07.572192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:07.572341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:07.572382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:07.572411] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:07.575798] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2025-12-11T20:21:07.576070] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-11T20:21:07.576192] [INFO ] [sig       ] CTLP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:07.724183] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CTLP.txt
[2025-12-11T20:21:07.724376] [INFO ] [sig       ] [858/3605] Completed CTLP in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-11T20:21:07.724416] [INFO ] [sig       ] [859/3605] Forecasting CTMX...
[2025-12-11T20:21:07.724445] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-11T20:21:07.724484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-11T20:21:07.737031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-11T20:21:07.737404] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-11T20:21:07.738331] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-11T20:21:07.738383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:07.738415] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:07.738441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:07.738497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:07.797507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:07.798447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:07.798552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:07.798604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:07.918887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:07.919036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:07.919075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:07.919101] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:07.922352] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-11T20:21:07.922651] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-11T20:21:07.922774] [INFO ] [sig       ] CTMX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:08.065230] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CTMX.txt
[2025-12-11T20:21:08.065358] [INFO ] [sig       ] [859/3605] Completed CTMX in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-11T20:21:08.065397] [INFO ] [sig       ] [860/3605] Forecasting CTNM...
[2025-12-11T20:21:08.065425] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-11T20:21:08.065454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-11T20:21:08.076443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-11T20:21:08.076752] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-11T20:21:08.077490] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-11T20:21:08.077540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:08.077588] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:08.077619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:08.077678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:08.135773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:08.136479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:08.136604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:08.136641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:08.258675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:08.258825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:08.258864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:08.258891] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:08.262418] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-12-11T20:21:08.262702] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-11T20:21:08.262822] [INFO ] [sig       ] CTNM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:08.409194] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CTNM.txt
[2025-12-11T20:21:08.409339] [INFO ] [sig       ] [860/3605] Completed CTNM in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-11T20:21:08.409378] [INFO ] [sig       ] [861/3605] Forecasting CTO...
[2025-12-11T20:21:08.409409] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-11T20:21:08.409438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-11T20:21:08.421027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-11T20:21:08.421296] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-11T20:21:08.422057] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-11T20:21:08.422108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:08.422139] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:08.422166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:08.422221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:08.480360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:08.481168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:08.481249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:08.481283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:08.603257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:08.603425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:08.603466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:08.603496] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:08.606956] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=46.41%)
[2025-12-11T20:21:08.607259] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-11T20:21:08.607382] [INFO ] [sig       ] CTO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:08.753872] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CTO.txt
[2025-12-11T20:21:08.754037] [INFO ] [sig       ] [861/3605] Completed CTO in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-11T20:21:08.754077] [INFO ] [sig       ] [862/3605] Forecasting CTRA...
[2025-12-11T20:21:08.754105] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-11T20:21:08.754133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-11T20:21:08.765201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-11T20:21:08.765519] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-11T20:21:08.766312] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-11T20:21:08.766362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:08.766392] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:08.766418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:08.766474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:08.822523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:08.823398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:08.823482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:08.823513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:08.942325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:08.942477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:08.942517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:08.942545] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:08.946081] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=22.76%)
[2025-12-11T20:21:08.946350] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-11T20:21:08.946473] [INFO ] [sig       ] CTRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:09.085985] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CTRA.txt
[2025-12-11T20:21:09.086131] [INFO ] [sig       ] [862/3605] Completed CTRA in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:09.086174] [INFO ] [sig       ] [863/3605] Forecasting CTRE...
[2025-12-11T20:21:09.086214] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-11T20:21:09.086255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-11T20:21:09.098653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-11T20:21:09.098949] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-11T20:21:09.099737] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-11T20:21:09.099789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:09.099820] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:09.099846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:09.099902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:09.159181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:09.160048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:09.160147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:09.160185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:09.281864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:09.282018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:09.282057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:09.282087] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:09.285487] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-11T20:21:09.285789] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-11T20:21:09.285913] [INFO ] [sig       ] CTRE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:09.429034] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CTRE.txt
[2025-12-11T20:21:09.429223] [INFO ] [sig       ] [863/3605] Completed CTRE in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:09.429264] [INFO ] [sig       ] [864/3605] Forecasting CTRM...
[2025-12-11T20:21:09.429293] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-11T20:21:09.429323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-11T20:21:09.441302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-11T20:21:09.441645] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-11T20:21:09.442393] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-11T20:21:09.442443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:09.442474] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:09.442500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:09.442555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:09.498776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:09.499435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:09.499510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:09.499542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:09.613015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:09.613162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:09.613201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:09.613228] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:09.616497] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-11T20:21:09.616782] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-11T20:21:09.616904] [INFO ] [sig       ] CTRM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:09.751775] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CTRM.txt
[2025-12-11T20:21:09.751903] [INFO ] [sig       ] [864/3605] Completed CTRM in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:09.751941] [INFO ] [sig       ] [865/3605] Forecasting CTRN...
[2025-12-11T20:21:09.751969] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-11T20:21:09.751997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-11T20:21:09.763556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-11T20:21:09.763855] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-11T20:21:09.764613] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-11T20:21:09.764674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:09.764706] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:09.764732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:09.764787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:09.820418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:09.821061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:09.821137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:09.821169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:09.942698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:09.942847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:09.942887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:09.942914] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:09.946289] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=73.98%)
[2025-12-11T20:21:09.946555] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-11T20:21:09.946689] [INFO ] [sig       ] CTRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:10.082462] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CTRN.txt
[2025-12-11T20:21:10.082611] [INFO ] [sig       ] [865/3605] Completed CTRN in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:10.082653] [INFO ] [sig       ] [866/3605] Forecasting CTS...
[2025-12-11T20:21:10.082681] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-11T20:21:10.082709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-11T20:21:10.094281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-11T20:21:10.094612] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-11T20:21:10.095357] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-11T20:21:10.095408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:10.095439] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:10.095466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:10.095521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:10.150704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:10.151426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:10.151501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:10.151534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:10.271254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:10.271419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:10.271457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:10.271485] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:10.274928] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-11T20:21:10.275269] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-11T20:21:10.275406] [INFO ] [sig       ] CTS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:10.422273] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CTS.txt
[2025-12-11T20:21:10.422414] [INFO ] [sig       ] [866/3605] Completed CTS in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:10.422459] [INFO ] [sig       ] [867/3605] Forecasting CTSH...
[2025-12-11T20:21:10.422492] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-11T20:21:10.422520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-11T20:21:10.434324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-11T20:21:10.434665] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-11T20:21:10.435435] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-11T20:21:10.435485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:10.435544] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:10.435591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:10.435653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:10.497401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:10.498313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:10.498399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:10.498433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:10.617924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:10.618096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:10.618137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:10.618166] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:10.621869] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-11T20:21:10.622161] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-11T20:21:10.622287] [INFO ] [sig       ] CTSH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:10.775122] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CTSH.txt
[2025-12-11T20:21:10.775249] [INFO ] [sig       ] [867/3605] Completed CTSH in 0.4s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:10.775288] [INFO ] [sig       ] [868/3605] Forecasting CTVA...
[2025-12-11T20:21:10.775316] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-11T20:21:10.775344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-11T20:21:10.786986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-11T20:21:10.787254] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-11T20:21:10.788075] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-11T20:21:10.788128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:10.788160] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:10.788187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:10.788243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:10.848225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:10.848902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:10.848981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:10.849020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:10.970325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:10.970444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:10.970480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:10.970507] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:10.973619] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=84.94%)
[2025-12-11T20:21:10.973878] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-11T20:21:10.973995] [INFO ] [sig       ] CTVA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:11.122997] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CTVA.txt
[2025-12-11T20:21:11.123130] [INFO ] [sig       ] [868/3605] Completed CTVA in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:11.123174] [INFO ] [sig       ] [869/3605] Forecasting CUBE...
[2025-12-11T20:21:11.123204] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-11T20:21:11.123233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-11T20:21:11.134902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-11T20:21:11.135154] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-11T20:21:11.135910] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-11T20:21:11.135960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:11.135992] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:11.136018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:11.136073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:11.191927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:11.192540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:11.192632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:11.192666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:11.309263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:11.309397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:11.309435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:11.309462] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:11.312704] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-11T20:21:11.312968] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-11T20:21:11.313088] [INFO ] [sig       ] CUBE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:11.450439] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CUBE.txt
[2025-12-11T20:21:11.450612] [INFO ] [sig       ] [869/3605] Completed CUBE in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:11.450653] [INFO ] [sig       ] [870/3605] Forecasting CUBI...
[2025-12-11T20:21:11.450683] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-11T20:21:11.450713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-11T20:21:11.462663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-11T20:21:11.463012] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-11T20:21:11.463874] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-11T20:21:11.463928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:11.463960] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:11.463987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:11.464043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:11.522840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:11.523750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:11.523848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:11.523883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:11.647809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:11.648011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:11.648051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:11.648115] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:11.651465] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-11T20:21:11.651752] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-11T20:21:11.651885] [INFO ] [sig       ] CUBI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:11.788661] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CUBI.txt
[2025-12-11T20:21:11.788793] [INFO ] [sig       ] [870/3605] Completed CUBI in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:11.788832] [INFO ] [sig       ] [871/3605] Forecasting CUK...
[2025-12-11T20:21:11.788860] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-11T20:21:11.788888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-11T20:21:11.800211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-11T20:21:11.800500] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-11T20:21:11.801259] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-11T20:21:11.801309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:11.801340] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:11.801366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:11.801420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:11.859234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:11.859973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:11.860053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:11.860087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:11.985239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:11.985385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:11.985428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:11.985455] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:11.988754] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-12-11T20:21:11.989029] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-11T20:21:11.989170] [INFO ] [sig       ] CUK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:12.126167] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CUK.txt
[2025-12-11T20:21:12.126290] [INFO ] [sig       ] [871/3605] Completed CUK in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:12.126326] [INFO ] [sig       ] [872/3605] Forecasting CULP...
[2025-12-11T20:21:12.126355] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-11T20:21:12.126384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-11T20:21:12.137664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-11T20:21:12.137963] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-11T20:21:12.138746] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-11T20:21:12.138797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:12.138827] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:12.138853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:12.138913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:12.194970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:12.195611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:12.195685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:12.195716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:12.298780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:12.298961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:12.299027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:12.299057] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:12.302546] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-11T20:21:12.302889] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-11T20:21:12.303025] [INFO ] [sig       ] CULP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:12.448522] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CULP.txt
[2025-12-11T20:21:12.448744] [INFO ] [sig       ] [872/3605] Completed CULP in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:12.448802] [INFO ] [sig       ] [873/3605] Forecasting CURI...
[2025-12-11T20:21:12.448841] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-11T20:21:12.448881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-11T20:21:12.461267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-11T20:21:12.461705] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-11T20:21:12.462610] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-11T20:21:12.462665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:12.462696] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:12.462722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:12.462777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:12.527153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:12.528146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:12.528250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:12.528284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:12.679658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:12.679885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:12.679937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:12.679972] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:12.684002] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2025-12-11T20:21:12.684380] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-11T20:21:12.684532] [INFO ] [sig       ] CURI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:12.878469] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CURI.txt
[2025-12-11T20:21:12.878723] [INFO ] [sig       ] [873/3605] Completed CURI in 0.4s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-11T20:21:12.878784] [INFO ] [sig       ] [874/3605] Forecasting CUZ...
[2025-12-11T20:21:12.878821] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-11T20:21:12.878860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-11T20:21:12.899250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-11T20:21:12.899782] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-11T20:21:12.900977] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-11T20:21:12.901051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:12.901107] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:12.901156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:12.901251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:12.979962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:12.981191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:12.981368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:12.981428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:13.155343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:13.155543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:13.155636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:13.155696] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:13.161173] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=70.97%)
[2025-12-11T20:21:13.161673] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-11T20:21:13.161869] [INFO ] [sig       ] CUZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:13.397224] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CUZ.txt
[2025-12-11T20:21:13.397456] [INFO ] [sig       ] [874/3605] Completed CUZ in 0.5s | 2.94 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-11T20:21:13.397518] [INFO ] [sig       ] [875/3605] Forecasting CVAC...
[2025-12-11T20:21:13.397553] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-11T20:21:13.397612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-11T20:21:13.412344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-11T20:21:13.412886] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-11T20:21:13.414051] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-11T20:21:13.414126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:13.414170] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:13.414208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:13.414289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:13.486605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:13.487608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:13.487734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:13.487769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:13.648685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:13.648909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:13.648969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:13.649012] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:13.653604] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=31.63%)
[2025-12-11T20:21:13.653994] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-11T20:21:13.654158] [INFO ] [sig       ] CVAC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:13.818156] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CVAC.txt
[2025-12-11T20:21:13.818462] [INFO ] [sig       ] [875/3605] Completed CVAC in 0.4s | 2.94 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-11T20:21:13.818502] [INFO ] [sig       ] [876/3605] Forecasting CVBF...
[2025-12-11T20:21:13.818531] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-11T20:21:13.818560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-11T20:21:13.830326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-11T20:21:13.830689] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-11T20:21:13.831470] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-11T20:21:13.831521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:13.831564] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:13.831615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:13.831693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:13.889303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:13.890162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:13.890270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:13.890303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:14.011393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:14.011546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:14.011604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:14.011633] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:14.015014] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=85.02%)
[2025-12-11T20:21:14.015354] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-11T20:21:14.015494] [INFO ] [sig       ] CVBF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:14.158453] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CVBF.txt
[2025-12-11T20:21:14.158632] [INFO ] [sig       ] [876/3605] Completed CVBF in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-11T20:21:14.158679] [INFO ] [sig       ] [877/3605] Forecasting CVCO...
[2025-12-11T20:21:14.158709] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-11T20:21:14.158737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-11T20:21:14.169897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-11T20:21:14.170198] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-11T20:21:14.170975] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-11T20:21:14.171026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:14.171058] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:14.171085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:14.171139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:14.231662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:14.232514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:14.232648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:14.232708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:14.351082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:14.351242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:14.351282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:14.351310] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:14.354709] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-11T20:21:14.354997] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-11T20:21:14.355122] [INFO ] [sig       ] CVCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:14.497378] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CVCO.txt
[2025-12-11T20:21:14.497531] [INFO ] [sig       ] [877/3605] Completed CVCO in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-11T20:21:14.497594] [INFO ] [sig       ] [878/3605] Forecasting CVE...
[2025-12-11T20:21:14.497627] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-11T20:21:14.497657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-11T20:21:14.508829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-11T20:21:14.509187] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-11T20:21:14.510076] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-11T20:21:14.510142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:14.510185] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:14.510221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:14.510303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:14.574501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:14.575478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:14.575566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:14.575620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:14.715875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:14.716031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:14.716077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:14.716107] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:14.720254] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=24.24%)
[2025-12-11T20:21:14.720562] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-11T20:21:14.720716] [INFO ] [sig       ] CVE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:14.875688] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CVE.txt
[2025-12-11T20:21:14.875853] [INFO ] [sig       ] [878/3605] Completed CVE in 0.4s | 2.94 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-11T20:21:14.875913] [INFO ] [sig       ] [879/3605] Forecasting CVEO...
[2025-12-11T20:21:14.875955] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-11T20:21:14.875993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-11T20:21:14.887932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-11T20:21:14.888243] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-11T20:21:14.889025] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-11T20:21:14.889075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:14.889106] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:14.889132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:14.889205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:14.947751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:14.948562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:14.948663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:14.948696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:15.066069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:15.066219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:15.066260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:15.066288] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:15.069681] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=23.95%)
[2025-12-11T20:21:15.069950] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-11T20:21:15.070072] [INFO ] [sig       ] CVEO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:15.209463] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CVEO.txt
[2025-12-11T20:21:15.209607] [INFO ] [sig       ] [879/3605] Completed CVEO in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-11T20:21:15.209648] [INFO ] [sig       ] [880/3605] Forecasting CVGI...
[2025-12-11T20:21:15.209683] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-11T20:21:15.209712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-11T20:21:15.221130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-11T20:21:15.221434] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-11T20:21:15.222248] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-11T20:21:15.222300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:15.222332] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:15.222358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:15.222413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:15.279906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:15.280755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:15.280836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:15.280869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:15.405342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:15.405492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:15.405533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:15.405562] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:15.409013] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=26.62%)
[2025-12-11T20:21:15.409316] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-11T20:21:15.409444] [INFO ] [sig       ] CVGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:15.552211] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CVGI.txt
[2025-12-11T20:21:15.552400] [INFO ] [sig       ] [880/3605] Completed CVGI in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-11T20:21:15.552439] [INFO ] [sig       ] [881/3605] Forecasting CVI...
[2025-12-11T20:21:15.552468] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-11T20:21:15.552497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-11T20:21:15.564082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-11T20:21:15.564431] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-11T20:21:15.565219] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-11T20:21:15.565270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:15.565303] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:15.565329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:15.565384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:15.622601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:15.623486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:15.623613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:15.623648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:15.750802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:15.751321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:15.751406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:15.751437] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:15.756158] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-11T20:21:15.756503] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-11T20:21:15.756658] [INFO ] [sig       ] CVI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:15.898754] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CVI.txt
[2025-12-11T20:21:15.898917] [INFO ] [sig       ] [881/3605] Completed CVI in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-11T20:21:15.898961] [INFO ] [sig       ] [882/3605] Forecasting CVKD...
[2025-12-11T20:21:15.898992] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-11T20:21:15.899032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-11T20:21:15.912250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-11T20:21:15.912633] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-11T20:21:15.913469] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-11T20:21:15.913523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:15.913554] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:15.913603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:15.913661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:15.972407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:15.973337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:15.973433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:15.973468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:16.094612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:16.094762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:16.094801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:16.094828] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:16.098172] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-11T20:21:16.098442] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-11T20:21:16.098595] [INFO ] [sig       ] CVKD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:16.243681] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CVKD.txt
[2025-12-11T20:21:16.243843] [INFO ] [sig       ] [882/3605] Completed CVKD in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-11T20:21:16.243881] [INFO ] [sig       ] [883/3605] Forecasting CVNA...
[2025-12-11T20:21:16.243910] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-11T20:21:16.243939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-11T20:21:16.255304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-11T20:21:16.255636] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-11T20:21:16.256389] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-11T20:21:16.256439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:16.256471] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:16.256497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:16.256553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:16.314632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:16.315489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:16.315588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:16.315623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:16.443253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:16.443605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:16.443645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:16.443689] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:16.447383] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-11T20:21:16.447716] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-11T20:21:16.447880] [INFO ] [sig       ] CVNA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:16.598351] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CVNA.txt
[2025-12-11T20:21:16.598505] [INFO ] [sig       ] [883/3605] Completed CVNA in 0.4s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-11T20:21:16.598544] [INFO ] [sig       ] [884/3605] Forecasting CVRX...
[2025-12-11T20:21:16.598594] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-11T20:21:16.598628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-11T20:21:16.610181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-11T20:21:16.610568] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-11T20:21:16.611399] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-11T20:21:16.611452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:16.611524] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:16.611551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:16.611626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:16.671206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:16.672298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:16.672388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:16.672634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:16.797612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:16.797765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:16.797803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:16.797849] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:16.801176] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: DOWN (p=14.99%)
[2025-12-11T20:21:16.801452] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-11T20:21:16.801601] [INFO ] [sig       ] CVRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:16.944723] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CVRX.txt
[2025-12-11T20:21:16.944881] [INFO ] [sig       ] [884/3605] Completed CVRX in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-11T20:21:16.944920] [INFO ] [sig       ] [885/3605] Forecasting CVS...
[2025-12-11T20:21:16.944950] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-11T20:21:16.944979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-11T20:21:16.956711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-11T20:21:16.957092] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-11T20:21:16.957942] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-11T20:21:16.957993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:16.958024] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:16.958050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:16.958105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:17.016711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:17.017610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:17.017704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:17.017753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:17.160368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:17.160537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:17.160606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:17.160645] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:17.164941] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-12-11T20:21:17.165279] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-11T20:21:17.165432] [INFO ] [sig       ] CVS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:17.322183] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CVS.txt
[2025-12-11T20:21:17.322315] [INFO ] [sig       ] [885/3605] Completed CVS in 0.4s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-11T20:21:17.322354] [INFO ] [sig       ] [886/3605] Forecasting CVX...
[2025-12-11T20:21:17.322382] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-11T20:21:17.322411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-11T20:21:17.334349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-11T20:21:17.334613] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-11T20:21:17.335349] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-11T20:21:17.335398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:17.335430] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:17.335456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:17.335511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:17.392915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:17.393522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:17.393613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:17.393647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:17.518271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:17.518404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:17.518441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:17.518468] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:17.521868] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-11T20:21:17.522126] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-11T20:21:17.522247] [INFO ] [sig       ] CVX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:17.665979] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CVX.txt
[2025-12-11T20:21:17.666102] [INFO ] [sig       ] [886/3605] Completed CVX in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-11T20:21:17.666142] [INFO ] [sig       ] [887/3605] Forecasting CWAN...
[2025-12-11T20:21:17.666176] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-11T20:21:17.666220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-11T20:21:17.677712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-11T20:21:17.677977] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-11T20:21:17.678733] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-11T20:21:17.678783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:17.678813] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:17.678839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:17.678904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:17.735587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:17.736158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:17.736232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:17.736275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:17.853968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:17.854090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:17.854126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:17.854188] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:17.857388] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=38.67%)
[2025-12-11T20:21:17.857667] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-11T20:21:17.857787] [INFO ] [sig       ] CWAN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:17.994777] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CWAN.txt
[2025-12-11T20:21:17.994893] [INFO ] [sig       ] [887/3605] Completed CWAN in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-11T20:21:17.994930] [INFO ] [sig       ] [888/3605] Forecasting CWBC...
[2025-12-11T20:21:17.994958] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-11T20:21:17.994987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-11T20:21:18.006921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-11T20:21:18.007304] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-11T20:21:18.008132] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-11T20:21:18.008184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:18.008215] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:18.008240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:18.008294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:18.068982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:18.069885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:18.069970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:18.070003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:18.191642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:18.191809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:18.191852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:18.191879] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:18.195466] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-11T20:21:18.195831] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-11T20:21:18.195973] [INFO ] [sig       ] CWBC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:18.353792] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CWBC.txt
[2025-12-11T20:21:18.353958] [INFO ] [sig       ] [888/3605] Completed CWBC in 0.4s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-11T20:21:18.354000] [INFO ] [sig       ] [889/3605] Forecasting CWCO...
[2025-12-11T20:21:18.354030] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-11T20:21:18.354059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-11T20:21:18.365518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-11T20:21:18.365853] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-11T20:21:18.366696] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-11T20:21:18.366765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:18.366800] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:18.366827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:18.366886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:18.426466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:18.427324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:18.427406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:18.427439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:18.545997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:18.546146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:18.546185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:18.546218] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:18.549667] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-11T20:21:18.549937] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-11T20:21:18.550058] [INFO ] [sig       ] CWCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:18.694772] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CWCO.txt
[2025-12-11T20:21:18.694903] [INFO ] [sig       ] [889/3605] Completed CWCO in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-11T20:21:18.694939] [INFO ] [sig       ] [890/3605] Forecasting CWD...
[2025-12-11T20:21:18.694967] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-11T20:21:18.694998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-11T20:21:18.706978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-11T20:21:18.707288] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-11T20:21:18.708319] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-11T20:21:18.708371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:18.708402] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:18.708428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:18.708652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:18.767701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:18.768435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:18.768526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:18.768559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:18.879393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:18.879586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:18.879640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:18.879672] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:18.883294] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-11T20:21:18.883630] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-11T20:21:18.883772] [INFO ] [sig       ] CWD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:19.032365] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CWD.txt
[2025-12-11T20:21:19.032515] [INFO ] [sig       ] [890/3605] Completed CWD in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:19.032554] [INFO ] [sig       ] [891/3605] Forecasting CWEN...
[2025-12-11T20:21:19.032602] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-11T20:21:19.032633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-11T20:21:19.043856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-11T20:21:19.044153] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-11T20:21:19.044931] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-11T20:21:19.044984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:19.045017] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:19.045046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:19.045102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:19.103592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:19.104387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:19.104467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:19.104500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:19.223277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:19.223426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:19.223465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:19.223493] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:19.226749] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-11T20:21:19.227008] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-11T20:21:19.227124] [INFO ] [sig       ] CWEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:19.382057] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CWEN.txt
[2025-12-11T20:21:19.382211] [INFO ] [sig       ] [891/3605] Completed CWEN in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:19.382256] [INFO ] [sig       ] [892/3605] Forecasting CWH...
[2025-12-11T20:21:19.382284] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-11T20:21:19.382313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-11T20:21:19.393781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-11T20:21:19.394163] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-11T20:21:19.395099] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-11T20:21:19.395154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:19.395187] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:19.395214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:19.395271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:19.453740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:19.454622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:19.454708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:19.454741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:19.572937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:19.573085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:19.573126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:19.573155] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:19.576440] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-11T20:21:19.576733] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-11T20:21:19.576852] [INFO ] [sig       ] CWH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:19.717941] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CWH.txt
[2025-12-11T20:21:19.718103] [INFO ] [sig       ] [892/3605] Completed CWH in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:19.718143] [INFO ] [sig       ] [893/3605] Forecasting CWK...
[2025-12-11T20:21:19.718172] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-11T20:21:19.718201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-11T20:21:19.730906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-11T20:21:19.731257] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-11T20:21:19.732058] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-11T20:21:19.732110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:19.732141] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:19.732167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:19.732222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:19.788235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:19.789101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:19.789183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:19.789215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:19.908120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:19.908269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:19.908310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:19.908338] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:19.911791] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=37.58%)
[2025-12-11T20:21:19.912070] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-11T20:21:19.912196] [INFO ] [sig       ] CWK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:20.052070] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CWK.txt
[2025-12-11T20:21:20.052220] [INFO ] [sig       ] [893/3605] Completed CWK in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:20.052259] [INFO ] [sig       ] [894/3605] Forecasting CXDO...
[2025-12-11T20:21:20.052287] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-11T20:21:20.052315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-11T20:21:20.063870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-11T20:21:20.064262] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-11T20:21:20.065093] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-11T20:21:20.065145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:20.065176] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:20.065203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:20.065257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:20.121859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:20.122720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:20.122833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:20.122868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:20.237475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:20.237642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:20.237683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:20.237720] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:20.241263] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-11T20:21:20.241559] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-11T20:21:20.241704] [INFO ] [sig       ] CXDO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:20.382298] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CXDO.txt
[2025-12-11T20:21:20.382438] [INFO ] [sig       ] [894/3605] Completed CXDO in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:20.382474] [INFO ] [sig       ] [895/3605] Forecasting CXE...
[2025-12-11T20:21:20.382504] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-11T20:21:20.382533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-11T20:21:20.394400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-11T20:21:20.394772] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-11T20:21:20.395561] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-11T20:21:20.395646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:20.395689] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:20.395726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:20.395809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:20.457253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:20.458172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:20.458259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:20.458294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:20.577347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:20.577510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:20.577550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:20.577595] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:20.581406] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-12-11T20:21:20.581692] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-11T20:21:20.581820] [INFO ] [sig       ] CXE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:20.733866] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CXE.txt
[2025-12-11T20:21:20.734028] [INFO ] [sig       ] [895/3605] Completed CXE in 0.4s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:20.734070] [INFO ] [sig       ] [896/3605] Forecasting CXSE...
[2025-12-11T20:21:20.734100] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-11T20:21:20.734130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-11T20:21:20.746556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-11T20:21:20.746939] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-11T20:21:20.747775] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-11T20:21:20.747851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:20.747885] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:20.747912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:20.747975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:20.806461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:20.807275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:20.807355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:20.807386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:20.917928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:20.918081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:20.918136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:20.918164] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:20.921440] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-11T20:21:20.921733] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-11T20:21:20.921855] [INFO ] [sig       ] CXSE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:21.060094] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CXSE.txt
[2025-12-11T20:21:21.060255] [INFO ] [sig       ] [896/3605] Completed CXSE in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:21.060295] [INFO ] [sig       ] [897/3605] Forecasting CYD...
[2025-12-11T20:21:21.060328] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-11T20:21:21.060358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-11T20:21:21.072672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-11T20:21:21.073053] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-11T20:21:21.073855] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-11T20:21:21.073908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:21.073942] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:21.073969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:21.074027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:21.130844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:21.131687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:21.131766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:21.131798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:21.251809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:21.251959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:21.252006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:21.252036] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:21.255468] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=80.15%)
[2025-12-11T20:21:21.255749] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-11T20:21:21.255868] [INFO ] [sig       ] CYD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:21.393330] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CYD.txt
[2025-12-11T20:21:21.393536] [INFO ] [sig       ] [897/3605] Completed CYD in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:21.393613] [INFO ] [sig       ] [898/3605] Forecasting CYH...
[2025-12-11T20:21:21.393654] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-11T20:21:21.393696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-11T20:21:21.405094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-11T20:21:21.405427] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-11T20:21:21.406231] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-11T20:21:21.406287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:21.406320] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:21.406348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:21.406406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:21.463306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:21.464180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:21.464263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:21.464297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:21.591605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:21.591780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:21.591823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:21.591852] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:21.595376] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=83.61%)
[2025-12-11T20:21:21.595682] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-11T20:21:21.595810] [INFO ] [sig       ] CYH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:21.735954] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CYH.txt
[2025-12-11T20:21:21.736087] [INFO ] [sig       ] [898/3605] Completed CYH in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:21.736124] [INFO ] [sig       ] [899/3605] Forecasting CYN...
[2025-12-11T20:21:21.736152] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-11T20:21:21.736182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-11T20:21:21.748091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-11T20:21:21.748440] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-11T20:21:21.749229] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-11T20:21:21.749285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:21.749318] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:21.749344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:21.749401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:21.805428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:21.806168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:21.806253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:21.806291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:21.925917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:21.926092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:21.926146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:21.926178] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:21.929851] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-11T20:21:21.930143] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-11T20:21:21.930275] [INFO ] [sig       ] CYN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:22.068686] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CYN.txt
[2025-12-11T20:21:22.068817] [INFO ] [sig       ] [899/3605] Completed CYN in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:22.068856] [INFO ] [sig       ] [900/3605] Forecasting CYRX...
[2025-12-11T20:21:22.068884] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-11T20:21:22.068912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-11T20:21:22.079843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-11T20:21:22.080103] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-11T20:21:22.080870] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-11T20:21:22.080920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:22.080964] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:22.080991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:22.081046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:22.137567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:22.138495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:22.138607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:22.138643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:22.259176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:22.259321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:22.259359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:22.259387] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:22.262646] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-11T20:21:22.262908] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-11T20:21:22.263025] [INFO ] [sig       ] CYRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:22.399791] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CYRX.txt
[2025-12-11T20:21:22.399913] [INFO ] [sig       ] [900/3605] Completed CYRX in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-11T20:21:22.399950] [INFO ] [sig       ] [901/3605] Forecasting CYTK...
[2025-12-11T20:21:22.399978] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-11T20:21:22.400006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-11T20:21:22.410857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-11T20:21:22.411128] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-11T20:21:22.411903] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-11T20:21:22.411954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:22.412010] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:22.412038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:22.412094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:22.469238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:22.469901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:22.469978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:22.470011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:22.591437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:22.591603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:22.591651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:22.591679] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:22.594985] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-11T20:21:22.595245] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-11T20:21:22.595364] [INFO ] [sig       ] CYTK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:22.736148] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CYTK.txt
[2025-12-11T20:21:22.736277] [INFO ] [sig       ] [901/3605] Completed CYTK in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-11T20:21:22.736325] [INFO ] [sig       ] [902/3605] Forecasting CZFS...
[2025-12-11T20:21:22.736357] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-11T20:21:22.736387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-11T20:21:22.750049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-11T20:21:22.750538] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-11T20:21:22.751632] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-11T20:21:22.751701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:22.751744] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:22.751779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:22.751860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:22.830326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:22.831427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:22.831532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:22.831593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:22.948737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:22.948893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:22.948935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:22.948965] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:22.952471] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=68.68%)
[2025-12-11T20:21:22.952776] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-11T20:21:22.952907] [INFO ] [sig       ] CZFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:23.104901] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CZFS.txt
[2025-12-11T20:21:23.105050] [INFO ] [sig       ] [902/3605] Completed CZFS in 0.4s | 2.94 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-11T20:21:23.105089] [INFO ] [sig       ] [903/3605] Forecasting CZNC...
[2025-12-11T20:21:23.105123] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-11T20:21:23.105162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-11T20:21:23.118704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-11T20:21:23.119139] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-11T20:21:23.120193] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-11T20:21:23.120252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:23.120285] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:23.120311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:23.120371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:23.186486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:23.187405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:23.187492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:23.187525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:23.324982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:23.325143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:23.325189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:23.325221] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:23.329009] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-11T20:21:23.329314] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-11T20:21:23.329441] [INFO ] [sig       ] CZNC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:23.467830] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/CZNC.txt
[2025-12-11T20:21:23.467958] [INFO ] [sig       ] [903/3605] Completed CZNC in 0.4s | 2.94 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-11T20:21:23.467997] [INFO ] [sig       ] [904/3605] Forecasting CZWI...
[2025-12-11T20:21:23.468032] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-11T20:21:23.468062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-11T20:21:23.479617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-11T20:21:23.479917] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-11T20:21:23.480680] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-11T20:21:23.480731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:23.480762] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:23.480789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:23.480844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:23.538306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:23.539097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:23.539177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:23.539209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:23.651929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:23.652088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:23.652136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:23.652204] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:23.655659] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-11T20:21:23.655943] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-11T20:21:23.656073] [INFO ] [sig       ] CZWI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:23.794123] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/CZWI.txt
[2025-12-11T20:21:23.794257] [INFO ] [sig       ] [904/3605] Completed CZWI in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-11T20:21:23.794295] [INFO ] [sig       ] [905/3605] Forecasting DAIO...
[2025-12-11T20:21:23.794324] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-11T20:21:23.794353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-11T20:21:23.808728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-11T20:21:23.809172] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-11T20:21:23.810085] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-11T20:21:23.810139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:23.810172] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:23.810198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:23.810252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:23.873000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:23.873907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:23.874011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:23.874056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:23.987229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:23.987376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:23.987418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:23.987448] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:23.991226] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=53.45%)
[2025-12-11T20:21:23.991502] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-11T20:21:23.991645] [INFO ] [sig       ] DAIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:24.130090] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DAIO.txt
[2025-12-11T20:21:24.130213] [INFO ] [sig       ] [905/3605] Completed DAIO in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-11T20:21:24.130250] [INFO ] [sig       ] [906/3605] Forecasting DAL...
[2025-12-11T20:21:24.130280] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-11T20:21:24.130309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-11T20:21:24.141544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-11T20:21:24.141872] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-11T20:21:24.142636] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-11T20:21:24.142686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:24.142717] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:24.142742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:24.142800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:24.199419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:24.200280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:24.200367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:24.200399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:24.328838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:24.328992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:24.329032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:24.329060] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:24.332741] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-11T20:21:24.333013] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-11T20:21:24.333148] [INFO ] [sig       ] DAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:24.471989] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DAL.txt
[2025-12-11T20:21:24.472115] [INFO ] [sig       ] [906/3605] Completed DAL in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-11T20:21:24.472153] [INFO ] [sig       ] [907/3605] Forecasting DAN...
[2025-12-11T20:21:24.472181] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-11T20:21:24.472210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-11T20:21:24.483623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-11T20:21:24.483888] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-11T20:21:24.484645] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-11T20:21:24.484694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:24.484725] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:24.484750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:24.484805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:24.542320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:24.542984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:24.543063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:24.543097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:24.665705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:24.665849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:24.665892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:24.665938] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:24.669304] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-12-11T20:21:24.669592] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-11T20:21:24.669712] [INFO ] [sig       ] DAN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:24.809501] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DAN.txt
[2025-12-11T20:21:24.809642] [INFO ] [sig       ] [907/3605] Completed DAN in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-11T20:21:24.809681] [INFO ] [sig       ] [908/3605] Forecasting DAO...
[2025-12-11T20:21:24.809710] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-11T20:21:24.809739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-11T20:21:24.820596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-11T20:21:24.820859] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-11T20:21:24.821617] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-11T20:21:24.821667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:24.821698] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:24.821724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:24.821778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:24.880632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:24.881493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:24.881592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:24.881628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:25.003677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:25.003832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:25.003873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:25.003903] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:25.007291] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=28.88%)
[2025-12-11T20:21:25.007569] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-11T20:21:25.007715] [INFO ] [sig       ] DAO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:25.153321] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DAO.txt
[2025-12-11T20:21:25.153486] [INFO ] [sig       ] [908/3605] Completed DAO in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:25.153544] [INFO ] [sig       ] [909/3605] Forecasting DAPP...
[2025-12-11T20:21:25.153610] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-11T20:21:25.153657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-11T20:21:25.166004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-11T20:21:25.166310] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-11T20:21:25.167176] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-11T20:21:25.167230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:25.167268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:25.167298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:25.167367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:25.224678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:25.225340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:25.225429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:25.225474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:25.348699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:25.348850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:25.348891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:25.348919] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:25.352319] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-11T20:21:25.352607] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-11T20:21:25.352729] [INFO ] [sig       ] DAPP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:25.490423] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DAPP.txt
[2025-12-11T20:21:25.490543] [INFO ] [sig       ] [909/3605] Completed DAPP in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:25.490599] [INFO ] [sig       ] [910/3605] Forecasting DARE...
[2025-12-11T20:21:25.490630] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-11T20:21:25.490658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-11T20:21:25.502520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-11T20:21:25.502827] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-11T20:21:25.503561] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-11T20:21:25.503630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:25.503661] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:25.503687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:25.503748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:25.560796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:25.561491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:25.561569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:25.561621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:25.673172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:25.673315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:25.673355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:25.673382] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:25.676638] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-12-11T20:21:25.676902] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-11T20:21:25.677018] [INFO ] [sig       ] DARE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:25.819176] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DARE.txt
[2025-12-11T20:21:25.819313] [INFO ] [sig       ] [910/3605] Completed DARE in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:25.819357] [INFO ] [sig       ] [911/3605] Forecasting DASH...
[2025-12-11T20:21:25.819390] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-11T20:21:25.819425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-11T20:21:25.831258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-11T20:21:25.831562] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-11T20:21:25.832353] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-11T20:21:25.832403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:25.832434] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:25.832471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:25.832528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:25.892052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:25.892972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:25.893090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:25.893124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:26.020336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:26.020485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:26.020525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:26.020553] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:26.024145] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-11T20:21:26.024427] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-11T20:21:26.024549] [INFO ] [sig       ] DASH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:26.173901] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DASH.txt
[2025-12-11T20:21:26.174059] [INFO ] [sig       ] [911/3605] Completed DASH in 0.4s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:26.174099] [INFO ] [sig       ] [912/3605] Forecasting DAVA...
[2025-12-11T20:21:26.174132] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-11T20:21:26.174164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-11T20:21:26.186843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-11T20:21:26.187219] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-11T20:21:26.188061] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-11T20:21:26.188125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:26.188171] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:26.188202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:26.188257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:26.253293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:26.254200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:26.254287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:26.254321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:26.377650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:26.377803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:26.377872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:26.377905] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:26.381323] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-11T20:21:26.381624] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-11T20:21:26.381750] [INFO ] [sig       ] DAVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:26.522601] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DAVA.txt
[2025-12-11T20:21:26.522748] [INFO ] [sig       ] [912/3605] Completed DAVA in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:26.522787] [INFO ] [sig       ] [913/3605] Forecasting DAVE...
[2025-12-11T20:21:26.522814] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-11T20:21:26.522843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-11T20:21:26.534309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-11T20:21:26.534637] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-11T20:21:26.535398] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-11T20:21:26.535448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:26.535480] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:26.535506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:26.535560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:26.592825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:26.593670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:26.593752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:26.593785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:26.712633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:26.712787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:26.712835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:26.712868] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:26.716128] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-11T20:21:26.716415] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-11T20:21:26.716543] [INFO ] [sig       ] DAVE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:26.854340] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DAVE.txt
[2025-12-11T20:21:26.854491] [INFO ] [sig       ] [913/3605] Completed DAVE in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:26.854530] [INFO ] [sig       ] [914/3605] Forecasting DAWN...
[2025-12-11T20:21:26.854561] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-11T20:21:26.854612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-11T20:21:26.866284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-11T20:21:26.866604] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-11T20:21:26.867374] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-11T20:21:26.867426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:26.867460] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:26.867490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:26.867549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:26.925110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:26.925810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:26.925889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:26.925922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:27.044649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:27.044791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:27.044833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:27.044861] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:27.048140] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-11T20:21:27.048414] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-11T20:21:27.048535] [INFO ] [sig       ] DAWN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:27.194477] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DAWN.txt
[2025-12-11T20:21:27.194657] [INFO ] [sig       ] [914/3605] Completed DAWN in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:27.194700] [INFO ] [sig       ] [915/3605] Forecasting DB...
[2025-12-11T20:21:27.194729] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-11T20:21:27.194765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-11T20:21:27.206361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-11T20:21:27.206645] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-11T20:21:27.207383] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-11T20:21:27.207433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:27.207464] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:27.207490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:27.207545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:27.264523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:27.265416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:27.265501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:27.265534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:27.389910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:27.390063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:27.390104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:27.390133] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:27.393538] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=30.25%)
[2025-12-11T20:21:27.393831] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-11T20:21:27.393954] [INFO ] [sig       ] DB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:27.582486] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DB.txt
[2025-12-11T20:21:27.582638] [INFO ] [sig       ] [915/3605] Completed DB in 0.4s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:27.582679] [INFO ] [sig       ] [916/3605] Forecasting DBI...
[2025-12-11T20:21:27.582707] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-11T20:21:27.582736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-11T20:21:27.593837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-11T20:21:27.594084] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-11T20:21:27.594858] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-11T20:21:27.594909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:27.594939] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:27.594966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:27.595021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:27.652833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:27.653520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:27.653619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:27.653654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:27.773917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:27.774060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:27.774097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:27.774125] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:27.777419] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2025-12-11T20:21:27.777942] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-11T20:21:27.778061] [INFO ] [sig       ] DBI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:27.922635] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DBI.txt
[2025-12-11T20:21:27.922858] [INFO ] [sig       ] [916/3605] Completed DBI in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:27.922917] [INFO ] [sig       ] [917/3605] Forecasting DBL...
[2025-12-11T20:21:27.922950] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-11T20:21:27.922979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-11T20:21:27.935398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-11T20:21:27.935797] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-11T20:21:27.936584] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-11T20:21:27.936636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:27.936667] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:27.936693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:27.936749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:27.994020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:27.994873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:27.994955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:27.994987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:28.111792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:28.111943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:28.111983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:28.112011] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:28.115295] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-11T20:21:28.115591] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-11T20:21:28.115898] [INFO ] [sig       ] DBL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:28.256575] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DBL.txt
[2025-12-11T20:21:28.256922] [INFO ] [sig       ] [917/3605] Completed DBL in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:28.256962] [INFO ] [sig       ] [918/3605] Forecasting DBRG...
[2025-12-11T20:21:28.256990] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-11T20:21:28.257019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-11T20:21:28.269227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-11T20:21:28.269514] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-11T20:21:28.270295] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-11T20:21:28.270346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:28.270405] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:28.270433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:28.270490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:28.328227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:28.328934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:28.329022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:28.329057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:28.448786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:28.448944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:28.448986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:28.449014] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:28.452959] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-11T20:21:28.453327] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-11T20:21:28.453475] [INFO ] [sig       ] DBRG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:28.594920] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DBRG.txt
[2025-12-11T20:21:28.595043] [INFO ] [sig       ] [918/3605] Completed DBRG in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-11T20:21:28.595081] [INFO ] [sig       ] [919/3605] Forecasting DBX...
[2025-12-11T20:21:28.595110] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-11T20:21:28.595138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-11T20:21:28.606505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-11T20:21:28.606790] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-11T20:21:28.607522] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-11T20:21:28.607596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:28.607630] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:28.607657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:28.607712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:28.664342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:28.665048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:28.665127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:28.665161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:28.782596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:28.782739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:28.782782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:28.782810] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:28.786077] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-11T20:21:28.786340] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-11T20:21:28.786457] [INFO ] [sig       ] DBX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:28.929811] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DBX.txt
[2025-12-11T20:21:28.929942] [INFO ] [sig       ] [919/3605] Completed DBX in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-11T20:21:28.929981] [INFO ] [sig       ] [920/3605] Forecasting DCBO...
[2025-12-11T20:21:28.930022] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-11T20:21:28.930078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-11T20:21:28.943876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-11T20:21:28.944365] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-11T20:21:28.945259] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-11T20:21:28.945316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:28.945351] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:28.945377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:28.945435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:29.005280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:29.006189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:29.006272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:29.006304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:29.124167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:29.124284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:29.124320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:29.124346] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:29.127369] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-11T20:21:29.127653] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-11T20:21:29.127771] [INFO ] [sig       ] DCBO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:29.263049] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DCBO.txt
[2025-12-11T20:21:29.263165] [INFO ] [sig       ] [920/3605] Completed DCBO in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-11T20:21:29.263202] [INFO ] [sig       ] [921/3605] Forecasting DCI...
[2025-12-11T20:21:29.263230] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-11T20:21:29.263259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-11T20:21:29.275329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-11T20:21:29.275663] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-11T20:21:29.276436] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-11T20:21:29.276487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:29.276517] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:29.276542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:29.276617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:29.334967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:29.335758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:29.335840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:29.335872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:29.457779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:29.457970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:29.458012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:29.458077] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:29.461735] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-12-11T20:21:29.462104] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-11T20:21:29.462246] [INFO ] [sig       ] DCI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:29.606656] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DCI.txt
[2025-12-11T20:21:29.606788] [INFO ] [sig       ] [921/3605] Completed DCI in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-11T20:21:29.606826] [INFO ] [sig       ] [922/3605] Forecasting DCO...
[2025-12-11T20:21:29.606855] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-11T20:21:29.606884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-11T20:21:29.618320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-11T20:21:29.618622] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-11T20:21:29.619417] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-11T20:21:29.619472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:29.619517] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:29.619552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:29.619627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:29.677132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:29.677948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:29.678031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:29.678064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:29.793848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:29.794002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:29.794042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:29.794069] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:29.797451] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-11T20:21:29.797740] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-11T20:21:29.797884] [INFO ] [sig       ] DCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:29.942510] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DCO.txt
[2025-12-11T20:21:29.942679] [INFO ] [sig       ] [922/3605] Completed DCO in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-11T20:21:29.942737] [INFO ] [sig       ] [923/3605] Forecasting DCOM...
[2025-12-11T20:21:29.942768] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-11T20:21:29.942796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-11T20:21:29.953979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-11T20:21:29.954288] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-11T20:21:29.955099] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-11T20:21:29.955151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:29.955182] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:29.955209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:29.955265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:30.013376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:30.014059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:30.014139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:30.014172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:30.135321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:30.135475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:30.135514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:30.135542] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:30.138856] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=21.72%)
[2025-12-11T20:21:30.139120] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-11T20:21:30.139236] [INFO ] [sig       ] DCOM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:30.280957] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DCOM.txt
[2025-12-11T20:21:30.281088] [INFO ] [sig       ] [923/3605] Completed DCOM in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-11T20:21:30.281127] [INFO ] [sig       ] [924/3605] Forecasting DCTH...
[2025-12-11T20:21:30.281155] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-11T20:21:30.281184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-11T20:21:30.292473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-11T20:21:30.292770] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-11T20:21:30.293512] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-11T20:21:30.293562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:30.293623] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:30.293651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:30.293705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:30.349933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:30.350680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:30.350759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:30.350792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:30.472097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:30.472249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:30.472287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:30.472314] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:30.475590] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=39.44%)
[2025-12-11T20:21:30.475855] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-11T20:21:30.475976] [INFO ] [sig       ] DCTH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:30.624767] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DCTH.txt
[2025-12-11T20:21:30.624913] [INFO ] [sig       ] [924/3605] Completed DCTH in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-11T20:21:30.624952] [INFO ] [sig       ] [925/3605] Forecasting DD...
[2025-12-11T20:21:30.624982] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-11T20:21:30.625012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-11T20:21:30.637377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-11T20:21:30.637693] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-11T20:21:30.641666] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-11T20:21:30.641730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:30.641765] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:30.641793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:30.641851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:30.716003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:30.717126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:30.717218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:30.717253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:30.844514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:30.844694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:30.844734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:30.844762] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:30.848588] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-11T20:21:30.848888] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-11T20:21:30.849017] [INFO ] [sig       ] DD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:30.994308] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DD.txt
[2025-12-11T20:21:30.994464] [INFO ] [sig       ] [925/3605] Completed DD in 0.4s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:30.994505] [INFO ] [sig       ] [926/3605] Forecasting DDD...
[2025-12-11T20:21:30.994533] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-11T20:21:30.994563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-11T20:21:31.006978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-11T20:21:31.007362] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-11T20:21:31.008166] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-11T20:21:31.008218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:31.008249] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:31.008274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:31.008329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:31.067021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:31.067940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:31.068026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:31.068057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:31.192792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:31.192966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:31.193006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:31.193033] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:31.196610] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-12-11T20:21:31.196961] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-11T20:21:31.197102] [INFO ] [sig       ] DDD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:31.338709] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DDD.txt
[2025-12-11T20:21:31.338849] [INFO ] [sig       ] [926/3605] Completed DDD in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:31.338888] [INFO ] [sig       ] [927/3605] Forecasting DDI...
[2025-12-11T20:21:31.338916] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-11T20:21:31.338945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-11T20:21:31.351719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-11T20:21:31.351999] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-11T20:21:31.352763] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-11T20:21:31.352813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:31.352844] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:31.352870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:31.352925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:31.412048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:31.412697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:31.412775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:31.412806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:31.535458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:31.535647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:31.535696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:31.535729] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:31.539334] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-11T20:21:31.539687] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-11T20:21:31.539827] [INFO ] [sig       ] DDI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:31.731067] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DDI.txt
[2025-12-11T20:21:31.731219] [INFO ] [sig       ] [927/3605] Completed DDI in 0.4s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:31.731259] [INFO ] [sig       ] [928/3605] Forecasting DDL...
[2025-12-11T20:21:31.731319] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-11T20:21:31.731351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-11T20:21:31.744121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-11T20:21:31.744555] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-11T20:21:31.745633] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-11T20:21:31.745699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:31.745742] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:31.745776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:31.745854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:31.803475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:31.804439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:31.804525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:31.804609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:31.923308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:31.923458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:31.923497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:31.923526] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:31.926873] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-12-11T20:21:31.927146] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-11T20:21:31.927266] [INFO ] [sig       ] DDL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:32.069467] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DDL.txt
[2025-12-11T20:21:32.069640] [INFO ] [sig       ] [928/3605] Completed DDL in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:32.069681] [INFO ] [sig       ] [929/3605] Forecasting DDOG...
[2025-12-11T20:21:32.069711] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-11T20:21:32.069740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-11T20:21:32.083968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-11T20:21:32.084313] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-11T20:21:32.085093] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-11T20:21:32.085144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:32.085176] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:32.085202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:32.085257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:32.142059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:32.142732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:32.142808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:32.142839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:32.263026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:32.263181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:32.263220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:32.263248] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:32.266930] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-11T20:21:32.267199] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-11T20:21:32.267315] [INFO ] [sig       ] DDOG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:32.408849] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DDOG.txt
[2025-12-11T20:21:32.408980] [INFO ] [sig       ] [929/3605] Completed DDOG in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:32.409019] [INFO ] [sig       ] [930/3605] Forecasting DDS...
[2025-12-11T20:21:32.409047] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-11T20:21:32.409076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-11T20:21:32.420873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-11T20:21:32.421146] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-11T20:21:32.421927] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-11T20:21:32.421980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:32.422011] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:32.422037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:32.422093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:32.478500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:32.479157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:32.479234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:32.479266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:32.598963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:32.599099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:32.599139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:32.599166] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:32.602397] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=84.92%)
[2025-12-11T20:21:32.602677] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-11T20:21:32.602796] [INFO ] [sig       ] DDS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:32.744219] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DDS.txt
[2025-12-11T20:21:32.744343] [INFO ] [sig       ] [930/3605] Completed DDS in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:32.744380] [INFO ] [sig       ] [931/3605] Forecasting DE...
[2025-12-11T20:21:32.744409] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-11T20:21:32.744437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-11T20:21:32.756293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-11T20:21:32.756610] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-11T20:21:32.757355] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-11T20:21:32.757405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:32.757435] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:32.757461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:32.757515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:32.813238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:32.813861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:32.813938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:32.813970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:32.934402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:32.934555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:32.934616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:32.934662] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:32.938294] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-11T20:21:32.938566] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-11T20:21:32.938705] [INFO ] [sig       ] DE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:33.077165] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DE.txt
[2025-12-11T20:21:33.077330] [INFO ] [sig       ] [931/3605] Completed DE in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:33.077370] [INFO ] [sig       ] [932/3605] Forecasting DEA...
[2025-12-11T20:21:33.077400] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-11T20:21:33.077428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-11T20:21:33.090378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-11T20:21:33.090829] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-11T20:21:33.091702] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-11T20:21:33.091756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:33.091789] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:33.091816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:33.091872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:33.149465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:33.150475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:33.150590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:33.150626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:33.274779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:33.274932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:33.274972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:33.274998] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:33.278355] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-11T20:21:33.278638] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-11T20:21:33.278762] [INFO ] [sig       ] DEA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:33.416273] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DEA.txt
[2025-12-11T20:21:33.416412] [INFO ] [sig       ] [932/3605] Completed DEA in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:33.416452] [INFO ] [sig       ] [933/3605] Forecasting DECK...
[2025-12-11T20:21:33.416483] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-11T20:21:33.416514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-11T20:21:33.429105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-11T20:21:33.429426] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-11T20:21:33.430222] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-11T20:21:33.430273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:33.430305] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:33.430332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:33.430390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:33.488182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:33.489013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:33.489095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:33.489143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:33.609544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:33.609717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:33.609757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:33.609784] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:33.613076] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=87.83%)
[2025-12-11T20:21:33.613346] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-11T20:21:33.613466] [INFO ] [sig       ] DECK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:33.753064] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DECK.txt
[2025-12-11T20:21:33.753224] [INFO ] [sig       ] [933/3605] Completed DECK in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:33.753263] [INFO ] [sig       ] [934/3605] Forecasting DEI...
[2025-12-11T20:21:33.753290] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-11T20:21:33.753318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-11T20:21:33.765264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-11T20:21:33.765621] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-11T20:21:33.766372] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-11T20:21:33.766422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:33.766458] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:33.766486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:33.766541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:33.822707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:33.823383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:33.823463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:33.823495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:33.945879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:33.946037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:33.946080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:33.946110] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:33.949484] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-11T20:21:33.949775] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-11T20:21:33.949903] [INFO ] [sig       ] DEI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:34.094520] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DEI.txt
[2025-12-11T20:21:34.094691] [INFO ] [sig       ] [934/3605] Completed DEI in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:34.094734] [INFO ] [sig       ] [935/3605] Forecasting DELL...
[2025-12-11T20:21:34.094763] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-11T20:21:34.094794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-11T20:21:34.107301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-11T20:21:34.107685] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-11T20:21:34.108491] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-11T20:21:34.108543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:34.108626] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:34.108659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:34.108742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:34.168503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:34.169368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:34.169451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:34.169485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:34.300380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:34.300534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:34.300595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:34.300631] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:34.304112] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-11T20:21:34.304407] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-11T20:21:34.304537] [INFO ] [sig       ] DELL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:34.443810] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DELL.txt
[2025-12-11T20:21:34.443943] [INFO ] [sig       ] [935/3605] Completed DELL in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:34.443990] [INFO ] [sig       ] [936/3605] Forecasting DENN...
[2025-12-11T20:21:34.444028] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-11T20:21:34.444061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-11T20:21:34.456399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-11T20:21:34.456729] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-11T20:21:34.457481] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-11T20:21:34.457531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:34.457562] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:34.457608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:34.457665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:34.518054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:34.519451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:34.519529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:34.519560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:34.645727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:34.645968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:34.646017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:34.646046] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:34.650452] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-11T20:21:34.650855] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-11T20:21:34.651006] [INFO ] [sig       ] DENN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:34.799610] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DENN.txt
[2025-12-11T20:21:34.799839] [INFO ] [sig       ] [936/3605] Completed DENN in 0.4s | 2.94 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-11T20:21:34.799884] [INFO ] [sig       ] [937/3605] Forecasting DEO...
[2025-12-11T20:21:34.799919] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-11T20:21:34.799950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-11T20:21:34.815706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-11T20:21:34.816263] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-11T20:21:34.817217] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-11T20:21:34.817300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:34.817346] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:34.817379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:34.817455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:34.881056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:34.882136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:34.882235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:34.882268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:35.005613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:35.006045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:35.006126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:35.006156] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:35.010995] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-11T20:21:35.011336] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-11T20:21:35.011483] [INFO ] [sig       ] DEO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:35.154709] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DEO.txt
[2025-12-11T20:21:35.154883] [INFO ] [sig       ] [937/3605] Completed DEO in 0.4s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-11T20:21:35.154929] [INFO ] [sig       ] [938/3605] Forecasting DERM...
[2025-12-11T20:21:35.154959] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-11T20:21:35.154993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-11T20:21:35.168833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-11T20:21:35.169199] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-11T20:21:35.169997] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-11T20:21:35.170048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:35.170079] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:35.170104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:35.170160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:35.227617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:35.228750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:35.228857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:35.228890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:35.349541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:35.349711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:35.349752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:35.349814] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:35.353128] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-11T20:21:35.353398] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-11T20:21:35.353520] [INFO ] [sig       ] DERM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:35.493479] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DERM.txt
[2025-12-11T20:21:35.493663] [INFO ] [sig       ] [938/3605] Completed DERM in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-11T20:21:35.493707] [INFO ] [sig       ] [939/3605] Forecasting DFGP...
[2025-12-11T20:21:35.493736] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-11T20:21:35.493765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-11T20:21:35.508183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-11T20:21:35.508733] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-11T20:21:35.509660] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-11T20:21:35.509712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:35.509744] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:35.509770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:35.509826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:35.569460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:35.570632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:35.570723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:35.570757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:35.695527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:35.695786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:35.695836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:35.695865] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:35.700000] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=69.29%)
[2025-12-11T20:21:35.700407] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-11T20:21:35.700602] [INFO ] [sig       ] DFGP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:35.848712] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DFGP.txt
[2025-12-11T20:21:35.848945] [INFO ] [sig       ] [939/3605] Completed DFGP in 0.4s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-11T20:21:35.848989] [INFO ] [sig       ] [940/3605] Forecasting DFGX...
[2025-12-11T20:21:35.849021] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-11T20:21:35.849051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-11T20:21:35.862328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-11T20:21:35.862789] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-11T20:21:35.863680] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-11T20:21:35.863732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:35.863763] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:35.863789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:35.863848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:35.922199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:35.923415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:35.923515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:35.923549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:36.050483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:36.050712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:36.050758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:36.050788] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:36.054961] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=47.37%)
[2025-12-11T20:21:36.055278] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-11T20:21:36.055414] [INFO ] [sig       ] DFGX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:36.201293] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DFGX.txt
[2025-12-11T20:21:36.201497] [INFO ] [sig       ] [940/3605] Completed DFGX in 0.4s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-11T20:21:36.201545] [INFO ] [sig       ] [941/3605] Forecasting DFH...
[2025-12-11T20:21:36.201594] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-11T20:21:36.201632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-11T20:21:36.215208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-11T20:21:36.215636] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-11T20:21:36.216638] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-11T20:21:36.216690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:36.216723] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:36.216750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:36.216807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:36.278159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:36.279304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:36.279441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:36.279480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:36.409299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:36.409534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:36.409593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:36.409625] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:36.413562] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-12-11T20:21:36.413910] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-11T20:21:36.414051] [INFO ] [sig       ] DFH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:36.563765] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DFH.txt
[2025-12-11T20:21:36.564005] [INFO ] [sig       ] [941/3605] Completed DFH in 0.4s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-11T20:21:36.564056] [INFO ] [sig       ] [942/3605] Forecasting DFIN...
[2025-12-11T20:21:36.564085] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-11T20:21:36.564116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-11T20:21:36.577382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-11T20:21:36.578387] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-11T20:21:36.580211] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-11T20:21:36.580271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:36.580305] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:36.580331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:36.580388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:36.637204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:36.638240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:36.638329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:36.638363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:36.754900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:36.755061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:36.755101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:36.755128] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:36.758495] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-12-11T20:21:36.758809] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-11T20:21:36.758937] [INFO ] [sig       ] DFIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:36.899409] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DFIN.txt
[2025-12-11T20:21:36.899557] [INFO ] [sig       ] [942/3605] Completed DFIN in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-11T20:21:36.899617] [INFO ] [sig       ] [943/3605] Forecasting DFP...
[2025-12-11T20:21:36.899648] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-11T20:21:36.899677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-11T20:21:36.910870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-11T20:21:36.911141] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-11T20:21:36.911910] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-11T20:21:36.911961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:36.911992] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:36.912018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:36.912073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:36.968069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:36.968772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:36.968848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:36.968880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:37.089834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:37.089986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:37.090026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:37.090053] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:37.093350] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-11T20:21:37.093636] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-11T20:21:37.093762] [INFO ] [sig       ] DFP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:37.235198] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DFP.txt
[2025-12-11T20:21:37.235356] [INFO ] [sig       ] [943/3605] Completed DFP in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:37.235397] [INFO ] [sig       ] [944/3605] Forecasting DG...
[2025-12-11T20:21:37.235426] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-11T20:21:37.235455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-11T20:21:37.247227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-11T20:21:37.247549] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-11T20:21:37.248371] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-11T20:21:37.248423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:37.248454] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:37.248481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:37.248538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:37.306635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:37.307523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:37.307636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:37.307670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:37.429807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:37.429954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:37.430015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:37.430045] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:37.433425] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=80.45%)
[2025-12-11T20:21:37.433722] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-11T20:21:37.433842] [INFO ] [sig       ] DG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:37.579301] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DG.txt
[2025-12-11T20:21:37.579482] [INFO ] [sig       ] [944/3605] Completed DG in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:37.579525] [INFO ] [sig       ] [945/3605] Forecasting DGCB...
[2025-12-11T20:21:37.579554] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-11T20:21:37.579610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-11T20:21:37.593012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-11T20:21:37.593360] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-11T20:21:37.594374] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-11T20:21:37.594431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:37.594504] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:37.594534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:37.594638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:37.657806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:37.659117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:37.659220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:37.659296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:37.785371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:37.785611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:37.785660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:37.785692] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:37.789609] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-11T20:21:37.789920] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-11T20:21:37.790055] [INFO ] [sig       ] DGCB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:37.934322] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DGCB.txt
[2025-12-11T20:21:37.934529] [INFO ] [sig       ] [945/3605] Completed DGCB in 0.4s | 2.94 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:37.934589] [INFO ] [sig       ] [946/3605] Forecasting DGICA...
[2025-12-11T20:21:37.934625] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-11T20:21:37.934658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-11T20:21:37.948608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-11T20:21:37.949204] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-11T20:21:37.950160] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-11T20:21:37.950220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:37.950254] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:37.950283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:37.950345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:38.011130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:38.012434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:38.012557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:38.012619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:38.142185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:38.142417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:38.142466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:38.142496] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:38.146538] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=11.15%)
[2025-12-11T20:21:38.146898] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-11T20:21:38.147037] [INFO ] [sig       ] DGICA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:38.295624] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DGICA.txt
[2025-12-11T20:21:38.295809] [INFO ] [sig       ] [946/3605] Completed DGICA in 0.4s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:38.295853] [INFO ] [sig       ] [947/3605] Forecasting DGII...
[2025-12-11T20:21:38.295892] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-11T20:21:38.295925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-11T20:21:38.309412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-11T20:21:38.309874] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-11T20:21:38.310723] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-11T20:21:38.310773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:38.310804] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:38.310831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:38.310886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:38.366589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:38.367498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:38.367599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:38.367634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:38.501799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:38.501958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:38.501997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:38.502025] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:38.505302] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=47.92%)
[2025-12-11T20:21:38.505602] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-11T20:21:38.505725] [INFO ] [sig       ] DGII: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:38.641726] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DGII.txt
[2025-12-11T20:21:38.641874] [INFO ] [sig       ] [947/3605] Completed DGII in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:38.641913] [INFO ] [sig       ] [948/3605] Forecasting DGLY...
[2025-12-11T20:21:38.641941] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-11T20:21:38.641968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-11T20:21:38.656049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-11T20:21:38.656626] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-11T20:21:38.657670] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-11T20:21:38.657723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:38.657776] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:38.657805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:38.657887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:38.719202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:38.720523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:38.720649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:38.720685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:38.852044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:38.852309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:38.852358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:38.852388] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:38.856819] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=20.29%)
[2025-12-11T20:21:38.857177] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-11T20:21:38.857327] [INFO ] [sig       ] DGLY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:39.008264] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DGLY.txt
[2025-12-11T20:21:39.008525] [INFO ] [sig       ] [948/3605] Completed DGLY in 0.4s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:39.008588] [INFO ] [sig       ] [949/3605] Forecasting DGRE...
[2025-12-11T20:21:39.008622] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-11T20:21:39.008654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-11T20:21:39.024346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-11T20:21:39.024950] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-11T20:21:39.026249] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-11T20:21:39.026304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:39.026337] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:39.026364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:39.026423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:39.088380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:39.089810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:39.089927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:39.089961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:39.216147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:39.216389] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:21:39.216443] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:39.216503] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:39.220683] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-11T20:21:39.221041] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-11T20:21:39.221201] [INFO ] [sig       ] DGRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:39.372813] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DGRE.txt
[2025-12-11T20:21:39.373051] [INFO ] [sig       ] [949/3605] Completed DGRE in 0.4s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:39.373098] [INFO ] [sig       ] [950/3605] Forecasting DGRS...
[2025-12-11T20:21:39.373133] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-11T20:21:39.373165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-11T20:21:39.386619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-11T20:21:39.387117] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-11T20:21:39.388079] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-11T20:21:39.388131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:39.388164] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:39.388193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:39.388250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:39.451694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:39.453089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:39.453190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:39.453225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:39.584253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:39.584517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:39.584599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:39.584636] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:39.588824] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-12-11T20:21:39.589163] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-11T20:21:39.589304] [INFO ] [sig       ] DGRS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:39.735209] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DGRS.txt
[2025-12-11T20:21:39.735430] [INFO ] [sig       ] [950/3605] Completed DGRS in 0.4s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:39.735475] [INFO ] [sig       ] [951/3605] Forecasting DGX...
[2025-12-11T20:21:39.735506] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-11T20:21:39.735540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-11T20:21:39.749895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-11T20:21:39.750374] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-11T20:21:39.751255] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-11T20:21:39.751306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:39.751339] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:39.751365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:39.751421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:39.813189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:39.814370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:39.814467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:39.814498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:39.939831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:39.940059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:39.940106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:39.940137] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:39.944170] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=53.04%)
[2025-12-11T20:21:39.944498] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-11T20:21:39.944662] [INFO ] [sig       ] DGX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:40.090795] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DGX.txt
[2025-12-11T20:21:40.090986] [INFO ] [sig       ] [951/3605] Completed DGX in 0.4s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:40.091034] [INFO ] [sig       ] [952/3605] Forecasting DH...
[2025-12-11T20:21:40.091067] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-11T20:21:40.091096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-11T20:21:40.104974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-11T20:21:40.105480] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-11T20:21:40.106494] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-11T20:21:40.106600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:40.106667] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:40.106695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:40.106755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:40.166347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:40.167423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:40.167522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:40.167562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:40.307546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:40.307787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:40.307906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:40.307935] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:40.312201] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=78.83%)
[2025-12-11T20:21:40.312613] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-11T20:21:40.312771] [INFO ] [sig       ] DH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:40.473589] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DH.txt
[2025-12-11T20:21:40.473783] [INFO ] [sig       ] [952/3605] Completed DH in 0.4s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:40.473829] [INFO ] [sig       ] [953/3605] Forecasting DHC...
[2025-12-11T20:21:40.473862] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-11T20:21:40.473929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-11T20:21:40.487289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-11T20:21:40.487745] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-11T20:21:40.488696] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-11T20:21:40.488748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:40.488781] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:40.488808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:40.488865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:40.550118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:40.551317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:40.551418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:40.551450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:40.678299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:40.678522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:40.678586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:40.678618] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:40.682553] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-12-11T20:21:40.682901] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-11T20:21:40.683035] [INFO ] [sig       ] DHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:40.829774] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DHC.txt
[2025-12-11T20:21:40.830127] [INFO ] [sig       ] [953/3605] Completed DHC in 0.4s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:40.830166] [INFO ] [sig       ] [954/3605] Forecasting DHF...
[2025-12-11T20:21:40.830195] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-11T20:21:40.830223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-11T20:21:40.841963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-11T20:21:40.842329] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-11T20:21:40.843160] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-11T20:21:40.843212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:40.843243] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:40.843268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:40.843336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:40.904053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:40.904971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:40.905059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:40.905091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:41.020433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:41.020607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:41.020649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:41.020675] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:41.023978] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2025-12-11T20:21:41.024247] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-11T20:21:41.024367] [INFO ] [sig       ] DHF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:41.161820] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DHF.txt
[2025-12-11T20:21:41.161947] [INFO ] [sig       ] [954/3605] Completed DHF in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:41.161984] [INFO ] [sig       ] [955/3605] Forecasting DHI...
[2025-12-11T20:21:41.162013] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-11T20:21:41.162042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-11T20:21:41.173325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-11T20:21:41.173630] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-11T20:21:41.174395] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-11T20:21:41.174446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:41.174478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:41.174504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:41.174560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:41.230551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:41.231158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:41.231233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:41.231264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:41.356955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:41.357115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:41.357153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:41.357197] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:41.361165] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-11T20:21:41.361465] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-11T20:21:41.361613] [INFO ] [sig       ] DHI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:41.506185] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DHI.txt
[2025-12-11T20:21:41.506337] [INFO ] [sig       ] [955/3605] Completed DHI in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:41.506376] [INFO ] [sig       ] [956/3605] Forecasting DHIL...
[2025-12-11T20:21:41.506405] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-11T20:21:41.506434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-11T20:21:41.519643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-11T20:21:41.520029] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-11T20:21:41.521244] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-11T20:21:41.521296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:41.521326] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:41.521351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:41.521406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:41.580237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:41.581116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:41.581199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:41.581231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:41.696673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:41.696826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:41.696865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:41.696892] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:41.700168] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=45.30%)
[2025-12-11T20:21:41.700433] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-11T20:21:41.700551] [INFO ] [sig       ] DHIL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:41.849732] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DHIL.txt
[2025-12-11T20:21:41.849881] [INFO ] [sig       ] [956/3605] Completed DHIL in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-11T20:21:41.849920] [INFO ] [sig       ] [957/3605] Forecasting DHX...
[2025-12-11T20:21:41.849948] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-11T20:21:41.849977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-11T20:21:41.861928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-11T20:21:41.862224] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-11T20:21:41.863013] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-11T20:21:41.863064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:41.863097] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:41.863123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:41.863179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:41.920603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:41.921442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:41.921526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:41.921591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:42.036684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:42.036835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:42.036873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:42.036900] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:42.040199] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-11T20:21:42.040470] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-11T20:21:42.040606] [INFO ] [sig       ] DHX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:42.180099] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DHX.txt
[2025-12-11T20:21:42.180260] [INFO ] [sig       ] [957/3605] Completed DHX in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-11T20:21:42.180298] [INFO ] [sig       ] [958/3605] Forecasting DIBS...
[2025-12-11T20:21:42.180327] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-11T20:21:42.180356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-11T20:21:42.191992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-11T20:21:42.192369] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-11T20:21:42.193210] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-11T20:21:42.193262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:42.193293] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:42.193319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:42.193373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:42.251074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:42.251916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:42.251995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:42.252027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:42.373205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:42.373354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:42.373393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:42.373420] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:42.377180] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-12-11T20:21:42.377443] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-11T20:21:42.377559] [INFO ] [sig       ] DIBS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:42.520973] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DIBS.txt
[2025-12-11T20:21:42.521100] [INFO ] [sig       ] [958/3605] Completed DIBS in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-11T20:21:42.521138] [INFO ] [sig       ] [959/3605] Forecasting DIN...
[2025-12-11T20:21:42.521166] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-11T20:21:42.521195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-11T20:21:42.533721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-11T20:21:42.534148] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-11T20:21:42.534972] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-11T20:21:42.535022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:42.535053] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:42.535079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:42.535145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:42.591137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:42.591881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:42.591963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:42.591993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:42.711859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:42.712017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:42.712056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:42.712083] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:42.715380] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-11T20:21:42.715679] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-11T20:21:42.715803] [INFO ] [sig       ] DIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:42.852044] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DIN.txt
[2025-12-11T20:21:42.852188] [INFO ] [sig       ] [959/3605] Completed DIN in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-11T20:21:42.852229] [INFO ] [sig       ] [960/3605] Forecasting DINO...
[2025-12-11T20:21:42.852258] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-11T20:21:42.852288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-11T20:21:42.863359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-11T20:21:42.863688] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-11T20:21:42.864427] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-11T20:21:42.864477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:42.864508] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:42.864533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:42.864607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:42.919886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:42.920771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:42.920856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:42.920887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:43.045168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:43.045321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:43.045359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:43.045385] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:43.048731] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=37.68%)
[2025-12-11T20:21:43.049004] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-11T20:21:43.049126] [INFO ] [sig       ] DINO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:43.189337] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DINO.txt
[2025-12-11T20:21:43.189533] [INFO ] [sig       ] [960/3605] Completed DINO in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:43.189589] [INFO ] [sig       ] [961/3605] Forecasting DIOD...
[2025-12-11T20:21:43.189621] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-11T20:21:43.189660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-11T20:21:43.201633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-11T20:21:43.201999] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-11T20:21:43.202798] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-11T20:21:43.202848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:43.202879] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:43.202904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:43.202960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:43.259075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:43.259989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:43.260086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:43.260119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:43.381640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:43.381794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:43.381836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:43.381864] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:43.385236] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-11T20:21:43.385521] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-11T20:21:43.385664] [INFO ] [sig       ] DIOD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:43.524363] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DIOD.txt
[2025-12-11T20:21:43.524498] [INFO ] [sig       ] [961/3605] Completed DIOD in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:43.524538] [INFO ] [sig       ] [962/3605] Forecasting DIS...
[2025-12-11T20:21:43.524586] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-11T20:21:43.524619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-11T20:21:43.536406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-11T20:21:43.536761] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-11T20:21:43.537560] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-11T20:21:43.537631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:43.537666] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:43.537696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:43.537755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:43.596260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:43.596977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:43.597086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:43.597122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:43.720123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:43.720270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:43.720310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:43.720339] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:43.723694] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-11T20:21:43.723996] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-11T20:21:43.724115] [INFO ] [sig       ] DIS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:43.868255] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DIS.txt
[2025-12-11T20:21:43.868412] [INFO ] [sig       ] [962/3605] Completed DIS in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:43.868451] [INFO ] [sig       ] [963/3605] Forecasting DJCO...
[2025-12-11T20:21:43.868481] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-11T20:21:43.868511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-11T20:21:43.882137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-11T20:21:43.882519] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-11T20:21:43.883312] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-11T20:21:43.883364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:43.883396] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:43.883422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:43.883478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:43.943287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:43.944299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:43.944387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:43.944419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:44.072605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:44.072761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:44.072802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:44.072829] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:44.076335] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-11T20:21:44.076628] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-11T20:21:44.076757] [INFO ] [sig       ] DJCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:44.215741] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DJCO.txt
[2025-12-11T20:21:44.215890] [INFO ] [sig       ] [963/3605] Completed DJCO in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:44.215928] [INFO ] [sig       ] [964/3605] Forecasting DK...
[2025-12-11T20:21:44.215957] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-11T20:21:44.215985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-11T20:21:44.228686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-11T20:21:44.229089] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-11T20:21:44.230015] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-11T20:21:44.230070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:44.230102] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:44.230128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:44.230184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:44.290317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:44.291180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:44.291263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:44.291296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:44.414146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:44.414335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:44.414394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:44.414429] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:44.418198] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=50.53%)
[2025-12-11T20:21:44.418470] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-11T20:21:44.418619] [INFO ] [sig       ] DK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:44.562083] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DK.txt
[2025-12-11T20:21:44.562427] [INFO ] [sig       ] [964/3605] Completed DK in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:44.562466] [INFO ] [sig       ] [965/3605] Forecasting DKL...
[2025-12-11T20:21:44.562495] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-11T20:21:44.562523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-11T20:21:44.573788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-11T20:21:44.574053] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-11T20:21:44.574823] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-11T20:21:44.574873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:44.574905] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:44.574932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:44.574987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:44.631968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:44.632607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:44.632683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:44.632714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:44.747641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:44.747779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:44.747838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:44.747870] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:44.751167] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-12-11T20:21:44.751431] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-11T20:21:44.751556] [INFO ] [sig       ] DKL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:44.890185] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DKL.txt
[2025-12-11T20:21:44.890351] [INFO ] [sig       ] [965/3605] Completed DKL in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:44.890391] [INFO ] [sig       ] [966/3605] Forecasting DKNG...
[2025-12-11T20:21:44.890420] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-11T20:21:44.890449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-11T20:21:44.901204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-11T20:21:44.901513] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-11T20:21:44.902286] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-11T20:21:44.902336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:44.902367] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:44.902393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:44.902448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:44.958542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:44.959361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:44.959440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:44.959472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:45.077312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:45.077460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:45.077500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:45.077527] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:45.080923] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=44.65%)
[2025-12-11T20:21:45.081211] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-11T20:21:45.081332] [INFO ] [sig       ] DKNG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:45.221850] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DKNG.txt
[2025-12-11T20:21:45.221998] [INFO ] [sig       ] [966/3605] Completed DKNG in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:45.222035] [INFO ] [sig       ] [967/3605] Forecasting DKS...
[2025-12-11T20:21:45.222064] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-11T20:21:45.222094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-11T20:21:45.233455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-11T20:21:45.233913] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-11T20:21:45.234993] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-11T20:21:45.235070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:45.235118] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:45.235161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:45.235245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:45.316004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:45.316916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:45.317014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:45.317047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:45.435243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:45.435389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:45.435427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:45.435454] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:45.438886] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-11T20:21:45.439169] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-11T20:21:45.439290] [INFO ] [sig       ] DKS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:45.578073] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DKS.txt
[2025-12-11T20:21:45.578195] [INFO ] [sig       ] [967/3605] Completed DKS in 0.4s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:45.578232] [INFO ] [sig       ] [968/3605] Forecasting DLB...
[2025-12-11T20:21:45.578261] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-11T20:21:45.578289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-11T20:21:45.589675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-11T20:21:45.590000] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-11T20:21:45.590793] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-11T20:21:45.590844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:45.590877] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:45.590903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:45.590959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:45.648133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:45.648793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:45.648869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:45.648901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:45.774262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:45.774399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:45.774452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:45.774481] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:45.777887] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-11T20:21:45.778164] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-11T20:21:45.778284] [INFO ] [sig       ] DLB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:45.915741] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DLB.txt
[2025-12-11T20:21:45.915897] [INFO ] [sig       ] [968/3605] Completed DLB in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:45.915943] [INFO ] [sig       ] [969/3605] Forecasting DLHC...
[2025-12-11T20:21:45.915978] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-11T20:21:45.916007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-11T20:21:45.927194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-11T20:21:45.927517] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-11T20:21:45.928361] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-11T20:21:45.928414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:45.928472] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:45.928500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:45.928556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:45.987001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:45.987680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:45.987759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:45.987793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:46.106709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:46.106854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:46.106895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:46.106923] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:46.110263] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-11T20:21:46.110521] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-11T20:21:46.110657] [INFO ] [sig       ] DLHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:46.250658] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DLHC.txt
[2025-12-11T20:21:46.250816] [INFO ] [sig       ] [969/3605] Completed DLHC in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:46.250855] [INFO ] [sig       ] [970/3605] Forecasting DLNG...
[2025-12-11T20:21:46.250885] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-11T20:21:46.250914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-11T20:21:46.262736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-11T20:21:46.263062] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-11T20:21:46.263848] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-11T20:21:46.263898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:46.263929] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:46.263954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:46.264009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:46.319594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:46.320339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:46.320419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:46.320450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:46.436925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:46.437085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:46.437125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:46.437154] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:46.440607] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-11T20:21:46.440886] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-11T20:21:46.441009] [INFO ] [sig       ] DLNG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:46.580504] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DLNG.txt
[2025-12-11T20:21:46.580667] [INFO ] [sig       ] [970/3605] Completed DLNG in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:46.580708] [INFO ] [sig       ] [971/3605] Forecasting DLO...
[2025-12-11T20:21:46.580736] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-11T20:21:46.580764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-11T20:21:46.592349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-11T20:21:46.592674] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-11T20:21:46.593437] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-11T20:21:46.593487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:46.593519] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:46.593544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:46.593620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:46.650153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:46.650894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:46.650976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:46.651015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:46.771337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:46.771489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:46.771529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:46.771559] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:46.775094] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-12-11T20:21:46.775384] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-11T20:21:46.775518] [INFO ] [sig       ] DLO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:46.915332] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DLO.txt
[2025-12-11T20:21:46.915484] [INFO ] [sig       ] [971/3605] Completed DLO in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:46.915524] [INFO ] [sig       ] [972/3605] Forecasting DLPN...
[2025-12-11T20:21:46.915553] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-11T20:21:46.915603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-11T20:21:46.927661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-11T20:21:46.928046] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-11T20:21:46.928855] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-11T20:21:46.928907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:46.928951] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:46.928978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:46.929033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:46.985872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:46.986728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:46.986808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:46.986840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:47.095544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:47.095731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:47.095778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:47.095845] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:47.100420] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-11T20:21:47.100819] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-11T20:21:47.100966] [INFO ] [sig       ] DLPN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:47.245717] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DLPN.txt
[2025-12-11T20:21:47.245886] [INFO ] [sig       ] [972/3605] Completed DLPN in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:47.245943] [INFO ] [sig       ] [973/3605] Forecasting DLTH...
[2025-12-11T20:21:47.245978] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-11T20:21:47.246014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-11T20:21:47.258394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-11T20:21:47.258793] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-11T20:21:47.259586] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-11T20:21:47.259638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:47.259669] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:47.259696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:47.259751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:47.316303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:47.317165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:47.317245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:47.317277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:47.454458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:47.454623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:47.454667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:47.454696] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:47.458128] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-12-11T20:21:47.458412] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-11T20:21:47.458537] [INFO ] [sig       ] DLTH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:47.601844] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DLTH.txt
[2025-12-11T20:21:47.602001] [INFO ] [sig       ] [973/3605] Completed DLTH in 0.4s | 2.93 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-11T20:21:47.602042] [INFO ] [sig       ] [974/3605] Forecasting DLX...
[2025-12-11T20:21:47.602071] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-11T20:21:47.602101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-11T20:21:47.614350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-11T20:21:47.614699] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-11T20:21:47.615452] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-11T20:21:47.615502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:47.615533] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:47.615559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:47.615633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:47.671286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:47.672112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:47.672191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:47.672222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:47.793817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:47.793963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:47.794003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:47.794032] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:47.797402] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-11T20:21:47.797692] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-11T20:21:47.797833] [INFO ] [sig       ] DLX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:47.948058] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DLX.txt
[2025-12-11T20:21:47.948184] [INFO ] [sig       ] [974/3605] Completed DLX in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-11T20:21:47.948223] [INFO ] [sig       ] [975/3605] Forecasting DLY...
[2025-12-11T20:21:47.948251] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-11T20:21:47.948281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-11T20:21:47.959739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-11T20:21:47.960027] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-11T20:21:47.960785] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-11T20:21:47.960835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:47.960866] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:47.960892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:47.960946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:48.017377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:48.018119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:48.018197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:48.018230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:48.137725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:48.137889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:48.137930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:48.137958] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:48.141705] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-12-11T20:21:48.141975] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-11T20:21:48.142098] [INFO ] [sig       ] DLY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:48.282401] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DLY.txt
[2025-12-11T20:21:48.282531] [INFO ] [sig       ] [975/3605] Completed DLY in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-11T20:21:48.282591] [INFO ] [sig       ] [976/3605] Forecasting DMAC...
[2025-12-11T20:21:48.282632] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-11T20:21:48.282662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-11T20:21:48.293230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-11T20:21:48.293516] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-11T20:21:48.294290] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-11T20:21:48.294340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:48.294372] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:48.294398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:48.294453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:48.352835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:48.353620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:48.353698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:48.353729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:48.479592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:48.479748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:48.479790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:48.479820] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:48.484380] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=80.78%)
[2025-12-11T20:21:48.484682] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-11T20:21:48.484835] [INFO ] [sig       ] DMAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:48.624565] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DMAC.txt
[2025-12-11T20:21:48.624734] [INFO ] [sig       ] [976/3605] Completed DMAC in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-11T20:21:48.624774] [INFO ] [sig       ] [977/3605] Forecasting DMB...
[2025-12-11T20:21:48.624803] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-11T20:21:48.624832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-11T20:21:48.636127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-11T20:21:48.636464] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-11T20:21:48.637262] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-11T20:21:48.637313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:48.637344] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:48.637370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:48.637424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:48.693252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:48.694110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:48.694192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:48.694224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:48.813009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:48.813161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:48.813201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:48.813229] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:48.816530] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2025-12-11T20:21:48.816818] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-11T20:21:48.816944] [INFO ] [sig       ] DMB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:48.955811] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DMB.txt
[2025-12-11T20:21:48.955953] [INFO ] [sig       ] [977/3605] Completed DMB in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-11T20:21:48.955991] [INFO ] [sig       ] [978/3605] Forecasting DMLP...
[2025-12-11T20:21:48.956019] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-11T20:21:48.956048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-11T20:21:48.968671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-11T20:21:48.968954] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-11T20:21:48.969728] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-11T20:21:48.969778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:48.969808] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:48.969834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:48.969889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:49.025178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:49.025788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:49.025865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:49.025897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:49.144069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:49.144205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:49.144244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:49.144271] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:49.147504] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-12-11T20:21:49.147785] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-11T20:21:49.147937] [INFO ] [sig       ] DMLP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:49.289017] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DMLP.txt
[2025-12-11T20:21:49.289163] [INFO ] [sig       ] [978/3605] Completed DMLP in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:49.289215] [INFO ] [sig       ] [979/3605] Forecasting DMO...
[2025-12-11T20:21:49.289255] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-11T20:21:49.289288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-11T20:21:49.300673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-11T20:21:49.300975] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-11T20:21:49.301740] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-11T20:21:49.301793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:49.301824] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:49.301851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:49.301907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:49.359727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:49.360531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:49.360666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:49.360700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:49.475363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:49.475505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:49.475543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:49.475620] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:49.478960] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-11T20:21:49.479235] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-11T20:21:49.479357] [INFO ] [sig       ] DMO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:49.616568] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DMO.txt
[2025-12-11T20:21:49.616699] [INFO ] [sig       ] [979/3605] Completed DMO in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:49.616736] [INFO ] [sig       ] [980/3605] Forecasting DMRC...
[2025-12-11T20:21:49.616765] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-11T20:21:49.616793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-11T20:21:49.628711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-11T20:21:49.629085] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-11T20:21:49.629893] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-11T20:21:49.629947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:49.629979] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:49.630004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:49.630058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:49.686965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:49.687926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:49.688015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:49.688047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:49.808482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:49.808667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:49.808715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:49.808744] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:49.812911] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-11T20:21:49.813222] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-11T20:21:49.813360] [INFO ] [sig       ] DMRC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:49.957053] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DMRC.txt
[2025-12-11T20:21:49.957184] [INFO ] [sig       ] [980/3605] Completed DMRC in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:49.957223] [INFO ] [sig       ] [981/3605] Forecasting DMXF...
[2025-12-11T20:21:49.957250] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-11T20:21:49.957279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-11T20:21:49.968919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-11T20:21:49.969419] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-11T20:21:49.970176] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-11T20:21:49.970227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:49.970257] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:49.970282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:49.970335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:50.031527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:50.032658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:50.032790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:50.032857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:50.163295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:50.163441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:50.163482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:50.163511] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:50.166953] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-11T20:21:50.167230] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-11T20:21:50.167355] [INFO ] [sig       ] DMXF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:50.314139] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DMXF.txt
[2025-12-11T20:21:50.314263] [INFO ] [sig       ] [981/3605] Completed DMXF in 0.4s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:50.314302] [INFO ] [sig       ] [982/3605] Forecasting DNA...
[2025-12-11T20:21:50.314331] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-11T20:21:50.314359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-11T20:21:50.325336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-11T20:21:50.325642] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-11T20:21:50.326416] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-11T20:21:50.326466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:50.326498] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:50.326524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:50.326599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:50.386808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:50.387986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:50.388092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:50.388137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:50.511192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:50.511354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:50.511396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:50.511425] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:50.514840] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-12-11T20:21:50.515111] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-11T20:21:50.515235] [INFO ] [sig       ] DNA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:50.655299] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DNA.txt
[2025-12-11T20:21:50.655479] [INFO ] [sig       ] [982/3605] Completed DNA in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:50.655521] [INFO ] [sig       ] [983/3605] Forecasting DNLI...
[2025-12-11T20:21:50.655550] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-11T20:21:50.655601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-11T20:21:50.666693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-11T20:21:50.667062] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-11T20:21:50.667859] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-11T20:21:50.667911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:50.667942] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:50.667981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:50.668042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:50.724508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:50.725360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:50.725439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:50.725471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:50.843295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:50.843445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:50.843483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:50.843510] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:50.846874] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-11T20:21:50.847180] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-11T20:21:50.847302] [INFO ] [sig       ] DNLI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:50.985604] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DNLI.txt
[2025-12-11T20:21:50.985762] [INFO ] [sig       ] [983/3605] Completed DNLI in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:50.985802] [INFO ] [sig       ] [984/3605] Forecasting DNP...
[2025-12-11T20:21:50.985830] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-11T20:21:50.985858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-11T20:21:50.996994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-11T20:21:50.997299] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-11T20:21:50.998077] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-11T20:21:50.998127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:50.998159] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:50.998185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:50.998240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:51.054817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:51.055669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:51.055748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:51.055780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:51.177637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:51.177799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:51.178022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:51.178064] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:51.181383] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=26.63%)
[2025-12-11T20:21:51.181662] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-11T20:21:51.181786] [INFO ] [sig       ] DNP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:51.322854] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DNP.txt
[2025-12-11T20:21:51.323005] [INFO ] [sig       ] [984/3605] Completed DNP in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:51.323044] [INFO ] [sig       ] [985/3605] Forecasting DNTH...
[2025-12-11T20:21:51.323074] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-11T20:21:51.323102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-11T20:21:51.334469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-11T20:21:51.334869] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-11T20:21:51.335751] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-11T20:21:51.335802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:51.335833] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:51.335857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:51.335932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:51.392225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:51.393084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:51.393195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:51.393229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:51.514469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:51.514639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:51.514679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:51.514708] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:51.518063] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=89.00%)
[2025-12-11T20:21:51.518351] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-11T20:21:51.518477] [INFO ] [sig       ] DNTH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:51.656399] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DNTH.txt
[2025-12-11T20:21:51.656549] [INFO ] [sig       ] [985/3605] Completed DNTH in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:51.656612] [INFO ] [sig       ] [986/3605] Forecasting DOCN...
[2025-12-11T20:21:51.656642] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-11T20:21:51.656671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-11T20:21:51.667967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-11T20:21:51.668330] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-11T20:21:51.669106] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-11T20:21:51.669157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:51.669213] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:51.669241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:51.669296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:51.725139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:51.726008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:51.726088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:51.726120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:51.850755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:51.850922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:51.850973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:51.851005] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:51.854582] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-11T20:21:51.854868] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-11T20:21:51.854999] [INFO ] [sig       ] DOCN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:51.994513] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DOCN.txt
[2025-12-11T20:21:51.994681] [INFO ] [sig       ] [986/3605] Completed DOCN in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:51.994722] [INFO ] [sig       ] [987/3605] Forecasting DOCS...
[2025-12-11T20:21:51.994750] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-11T20:21:51.994786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-11T20:21:52.006560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-11T20:21:52.006934] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-11T20:21:52.007707] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-11T20:21:52.007758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:52.007789] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:52.007841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:52.007902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:52.066120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:52.066810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:52.066889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:52.066922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:52.185967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:52.186113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:52.186152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:52.186179] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:52.189444] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=49.98%)
[2025-12-11T20:21:52.189722] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-11T20:21:52.189840] [INFO ] [sig       ] DOCS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:52.325356] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DOCS.txt
[2025-12-11T20:21:52.325486] [INFO ] [sig       ] [987/3605] Completed DOCS in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:52.325525] [INFO ] [sig       ] [988/3605] Forecasting DOGZ...
[2025-12-11T20:21:52.325553] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-11T20:21:52.325602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-11T20:21:52.337156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-11T20:21:52.337490] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-11T20:21:52.338290] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-11T20:21:52.338348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:52.338381] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:52.338406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:52.338461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:52.394727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:52.395617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:52.395696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:52.395727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:52.518729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:52.518885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:52.518925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:52.518953] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:52.522213] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: DOWN (p=34.45%)
[2025-12-11T20:21:52.522472] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-11T20:21:52.522609] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:52.660456] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DOGZ.txt
[2025-12-11T20:21:52.660631] [INFO ] [sig       ] [988/3605] Completed DOGZ in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:52.660673] [INFO ] [sig       ] [989/3605] Forecasting DOLE...
[2025-12-11T20:21:52.660702] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-11T20:21:52.660732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-11T20:21:52.672071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-11T20:21:52.672415] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-11T20:21:52.673190] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-11T20:21:52.673242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:52.673273] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:52.673299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:52.673354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:52.729290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:52.730147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:52.730228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:52.730260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:52.854211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:52.854390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:52.854436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:52.854503] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:52.857987] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=76.64%)
[2025-12-11T20:21:52.858283] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-11T20:21:52.858408] [INFO ] [sig       ] DOLE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:53.001213] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DOLE.txt
[2025-12-11T20:21:53.001352] [INFO ] [sig       ] [989/3605] Completed DOLE in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:53.001391] [INFO ] [sig       ] [990/3605] Forecasting DOMO...
[2025-12-11T20:21:53.001418] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-11T20:21:53.001455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-11T20:21:53.012681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-11T20:21:53.013045] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-11T20:21:53.013820] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-11T20:21:53.013871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:53.013902] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:53.013928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:53.013984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:53.070528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:53.071375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:53.071456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:53.071489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:53.189389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:53.189537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:53.189592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:53.189623] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:53.192975] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-12-11T20:21:53.193284] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-11T20:21:53.193419] [INFO ] [sig       ] DOMO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:53.333212] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DOMO.txt
[2025-12-11T20:21:53.333369] [INFO ] [sig       ] [990/3605] Completed DOMO in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-11T20:21:53.333408] [INFO ] [sig       ] [991/3605] Forecasting DORM...
[2025-12-11T20:21:53.333435] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-11T20:21:53.333463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-11T20:21:53.344839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-11T20:21:53.345085] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-11T20:21:53.345874] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-11T20:21:53.345924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:53.345955] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:53.345981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:53.346039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:53.402435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:53.403285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:53.403365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:53.403397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:53.529465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:53.529671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:53.529711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:53.529739] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:53.533156] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-12-11T20:21:53.533438] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-11T20:21:53.533563] [INFO ] [sig       ] DORM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:53.671315] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DORM.txt
[2025-12-11T20:21:53.671466] [INFO ] [sig       ] [991/3605] Completed DORM in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-11T20:21:53.671506] [INFO ] [sig       ] [992/3605] Forecasting DOUG...
[2025-12-11T20:21:53.671535] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-11T20:21:53.671606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-11T20:21:53.682778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-11T20:21:53.683122] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-11T20:21:53.683905] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-11T20:21:53.683955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:53.683986] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:53.684013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:53.684067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:53.739832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:53.740678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:53.740757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:53.740789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:53.859629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:53.859783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:53.859822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:53.859849] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:53.863178] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=29.48%)
[2025-12-11T20:21:53.863467] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-11T20:21:53.863609] [INFO ] [sig       ] DOUG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:54.001506] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DOUG.txt
[2025-12-11T20:21:54.001650] [INFO ] [sig       ] [992/3605] Completed DOUG in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-11T20:21:54.001691] [INFO ] [sig       ] [993/3605] Forecasting DOX...
[2025-12-11T20:21:54.001719] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-11T20:21:54.001748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-11T20:21:54.012478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-11T20:21:54.012836] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-11T20:21:54.013621] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-11T20:21:54.013671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:54.013703] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:54.013729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:54.013784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:54.070436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:54.071303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:54.071382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:54.071414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:54.190782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:54.190938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:54.190977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:54.191004] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:54.194586] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-11T20:21:54.194894] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-11T20:21:54.195025] [INFO ] [sig       ] DOX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:54.340724] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DOX.txt
[2025-12-11T20:21:54.340899] [INFO ] [sig       ] [993/3605] Completed DOX in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-11T20:21:54.340939] [INFO ] [sig       ] [994/3605] Forecasting DPG...
[2025-12-11T20:21:54.340966] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-11T20:21:54.340996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-11T20:21:54.352566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-11T20:21:54.352952] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-11T20:21:54.353750] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-11T20:21:54.353801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:54.353832] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:54.353858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:54.353913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:54.410589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:54.411460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:54.411547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:54.411598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:54.528434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:54.528602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:54.528641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:54.528669] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:54.531948] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-11T20:21:54.532227] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-11T20:21:54.532344] [INFO ] [sig       ] DPG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:54.671085] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DPG.txt
[2025-12-11T20:21:54.671232] [INFO ] [sig       ] [994/3605] Completed DPG in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-11T20:21:54.671271] [INFO ] [sig       ] [995/3605] Forecasting DPRO...
[2025-12-11T20:21:54.671300] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-11T20:21:54.671329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-11T20:21:54.682673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-11T20:21:54.683020] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-11T20:21:54.683796] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-11T20:21:54.683847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:54.683878] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:54.683905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:54.683961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:54.740076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:54.740902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:54.740980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:54.741013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:54.858364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:54.858530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:54.858602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:54.858633] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:54.861955] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2025-12-11T20:21:54.862239] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-11T20:21:54.862361] [INFO ] [sig       ] DPRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:55.005862] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DPRO.txt
[2025-12-11T20:21:55.006016] [INFO ] [sig       ] [995/3605] Completed DPRO in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:55.006061] [INFO ] [sig       ] [996/3605] Forecasting DPZ...
[2025-12-11T20:21:55.006091] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-11T20:21:55.006121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-11T20:21:55.017404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-11T20:21:55.017831] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-11T20:21:55.018629] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-11T20:21:55.018692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:55.018723] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:55.018750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:55.018806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:55.077713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:55.078569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:55.078697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:55.078731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:55.199158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:55.199312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:55.199353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:55.199382] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:55.203639] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-11T20:21:55.203947] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-11T20:21:55.204076] [INFO ] [sig       ] DPZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:55.348662] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DPZ.txt
[2025-12-11T20:21:55.348811] [INFO ] [sig       ] [996/3605] Completed DPZ in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:55.348849] [INFO ] [sig       ] [997/3605] Forecasting DQ...
[2025-12-11T20:21:55.348879] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-11T20:21:55.348908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-11T20:21:55.360015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-11T20:21:55.360278] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-11T20:21:55.361039] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-11T20:21:55.361089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:55.361120] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:55.361146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:55.361201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:55.420955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:55.421822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:55.421917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:55.421949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:55.543623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:55.543779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:55.543819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:55.543848] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:55.547309] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-11T20:21:55.547602] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-11T20:21:55.547724] [INFO ] [sig       ] DQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:55.691535] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DQ.txt
[2025-12-11T20:21:55.691720] [INFO ] [sig       ] [997/3605] Completed DQ in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:55.691764] [INFO ] [sig       ] [998/3605] Forecasting DRD...
[2025-12-11T20:21:55.691794] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-11T20:21:55.691825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-11T20:21:55.703561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-11T20:21:55.703877] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-11T20:21:55.704671] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-11T20:21:55.704723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:55.704754] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:55.704782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:55.704839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:55.761785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:55.762691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:55.762775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:55.762809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:55.880590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:55.880741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:55.880780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:55.880807] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:55.884069] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-11T20:21:55.884352] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-11T20:21:55.884478] [INFO ] [sig       ] DRD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:56.027531] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DRD.txt
[2025-12-11T20:21:56.027703] [INFO ] [sig       ] [998/3605] Completed DRD in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:56.027741] [INFO ] [sig       ] [999/3605] Forecasting DRH...
[2025-12-11T20:21:56.027770] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-11T20:21:56.027799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-11T20:21:56.039325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-11T20:21:56.039715] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-11T20:21:56.040468] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-11T20:21:56.040520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:56.040552] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:56.040600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:56.040658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:56.097619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:56.098506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:56.098613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:56.098648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:56.219054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:56.219209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:56.219251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:56.219280] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:56.222815] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-11T20:21:56.223149] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-11T20:21:56.223284] [INFO ] [sig       ] DRH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:56.368113] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DRH.txt
[2025-12-11T20:21:56.368310] [INFO ] [sig       ] [999/3605] Completed DRH in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:56.368357] [INFO ] [sig       ] [1000/3605] Forecasting DRI...
[2025-12-11T20:21:56.368386] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-11T20:21:56.368414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-11T20:21:56.380637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-11T20:21:56.380998] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-11T20:21:56.381789] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-11T20:21:56.381839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:56.381871] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:56.381897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:56.381952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:56.441311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:56.442390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:56.442469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:56.442500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:56.569386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:56.569538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:56.569595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:56.569626] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:56.572958] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=54.91%)
[2025-12-11T20:21:56.573248] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-11T20:21:56.573374] [INFO ] [sig       ] DRI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:56.714671] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DRI.txt
[2025-12-11T20:21:56.714817] [INFO ] [sig       ] [1000/3605] Completed DRI in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:56.714854] [INFO ] [sig       ] [1001/3605] Forecasting DRIO...
[2025-12-11T20:21:56.714883] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-11T20:21:56.714914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-11T20:21:56.727222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-11T20:21:56.727532] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-11T20:21:56.728358] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-11T20:21:56.728409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:56.728439] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:56.728464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:56.728518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:56.786903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:56.787792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:56.787891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:56.787924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:56.904166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:56.904317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:56.904355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:56.904383] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:56.907671] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-11T20:21:56.907983] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-11T20:21:56.908151] [INFO ] [sig       ] DRIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:57.053104] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DRIO.txt
[2025-12-11T20:21:57.053281] [INFO ] [sig       ] [1001/3605] Completed DRIO in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:57.053328] [INFO ] [sig       ] [1002/3605] Forecasting DRLL...
[2025-12-11T20:21:57.053358] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-11T20:21:57.053386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-11T20:21:57.064489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-11T20:21:57.064880] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-11T20:21:57.065669] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-11T20:21:57.065720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:57.065751] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:57.065777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:57.065832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:57.123018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:57.123881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:57.123966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:57.123998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:57.250589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:57.250739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:57.250779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:57.250809] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:57.254179] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-12-11T20:21:57.254452] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-11T20:21:57.254598] [INFO ] [sig       ] DRLL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:57.400283] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DRLL.txt
[2025-12-11T20:21:57.400433] [INFO ] [sig       ] [1002/3605] Completed DRLL in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:57.400472] [INFO ] [sig       ] [1003/3605] Forecasting DRMA...
[2025-12-11T20:21:57.400502] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-11T20:21:57.400531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-11T20:21:57.412597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-11T20:21:57.412970] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-11T20:21:57.413745] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-11T20:21:57.413797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:57.413852] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:57.413881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:57.413937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:57.471965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:57.472829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:57.472908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:57.472939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:57.590351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:57.590503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:57.590542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:57.590606] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:57.593936] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=38.26%)
[2025-12-11T20:21:57.594225] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-11T20:21:57.594349] [INFO ] [sig       ] DRMA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:57.738851] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DRMA.txt
[2025-12-11T20:21:57.738988] [INFO ] [sig       ] [1003/3605] Completed DRMA in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:57.739026] [INFO ] [sig       ] [1004/3605] Forecasting DRS...
[2025-12-11T20:21:57.739055] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-11T20:21:57.739084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-11T20:21:57.750634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-11T20:21:57.751006] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-11T20:21:57.751815] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-11T20:21:57.751866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:57.751897] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:57.751923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:57.751978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:57.810301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:57.811190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:57.811271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:57.811304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:57.927585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:57.927739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:57.927778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:57.927806] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:57.931166] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=96.24%)
[2025-12-11T20:21:57.931457] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-11T20:21:57.931599] [INFO ] [sig       ] DRS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:21:58.071325] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DRS.txt
[2025-12-11T20:21:58.071476] [INFO ] [sig       ] [1004/3605] Completed DRS in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:58.071513] [INFO ] [sig       ] [1005/3605] Forecasting DRTS...
[2025-12-11T20:21:58.071542] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-11T20:21:58.071588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-11T20:21:58.082847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-11T20:21:58.083130] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-11T20:21:58.084010] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-11T20:21:58.084062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:58.084093] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:58.084119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:58.084173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:58.140549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:58.141448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:58.141550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:58.141605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:58.258450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:58.258622] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:21:58.258665] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:58.258694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:58.262154] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-11T20:21:58.262438] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-11T20:21:58.262565] [INFO ] [sig       ] DRTS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:58.402460] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DRTS.txt
[2025-12-11T20:21:58.402633] [INFO ] [sig       ] [1005/3605] Completed DRTS in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:58.402674] [INFO ] [sig       ] [1006/3605] Forecasting DRUG...
[2025-12-11T20:21:58.402704] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-11T20:21:58.402734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-11T20:21:58.414114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-11T20:21:58.414394] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-11T20:21:58.415150] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-11T20:21:58.415200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:58.415230] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:58.415256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:58.415310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:58.474329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:58.475236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:58.475316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:58.475348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:58.603326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:58.603478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:58.603517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:58.603598] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:58.606933] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=30.99%)
[2025-12-11T20:21:58.607217] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-11T20:21:58.607339] [INFO ] [sig       ] DRUG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:58.750010] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DRUG.txt
[2025-12-11T20:21:58.750170] [INFO ] [sig       ] [1006/3605] Completed DRUG in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:58.750210] [INFO ] [sig       ] [1007/3605] Forecasting DRVN...
[2025-12-11T20:21:58.750237] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-11T20:21:58.750266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-11T20:21:58.762692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-11T20:21:58.763059] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-11T20:21:58.764043] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-11T20:21:58.764095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:58.764143] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:58.764174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:58.764231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:58.822343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:58.823417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:58.823502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:58.823535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:58.946789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:58.946946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:58.946985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:58.947014] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:58.950482] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-11T20:21:58.950841] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-11T20:21:58.950984] [INFO ] [sig       ] DRVN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:59.108587] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DRVN.txt
[2025-12-11T20:21:59.108745] [INFO ] [sig       ] [1007/3605] Completed DRVN in 0.4s | 2.93 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-11T20:21:59.108785] [INFO ] [sig       ] [1008/3605] Forecasting DSGN...
[2025-12-11T20:21:59.108816] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-11T20:21:59.108846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-11T20:21:59.123471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-11T20:21:59.123897] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-11T20:21:59.124725] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-11T20:21:59.124777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:59.124808] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:59.124835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:59.124892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:59.183669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:59.184565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:59.184675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:59.184712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:59.308829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:59.308991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:59.309034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:59.309064] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:59.312945] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-12-11T20:21:59.313247] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-11T20:21:59.313377] [INFO ] [sig       ] DSGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:59.462164] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DSGN.txt
[2025-12-11T20:21:59.462317] [INFO ] [sig       ] [1008/3605] Completed DSGN in 0.4s | 2.93 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-11T20:21:59.462357] [INFO ] [sig       ] [1009/3605] Forecasting DSGX...
[2025-12-11T20:21:59.462385] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-11T20:21:59.462415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-11T20:21:59.474014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-11T20:21:59.474375] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-11T20:21:59.475152] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-11T20:21:59.475203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:59.475234] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:59.475260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:59.475315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:59.539338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:59.540220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:59.540307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:59.540340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:21:59.658117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:21:59.658283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:21:59.658324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:21:59.658351] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:21:59.661903] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-12-11T20:21:59.662258] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-11T20:21:59.662398] [INFO ] [sig       ] DSGX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:21:59.808799] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DSGX.txt
[2025-12-11T20:21:59.808960] [INFO ] [sig       ] [1009/3605] Completed DSGX in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-11T20:21:59.809000] [INFO ] [sig       ] [1010/3605] Forecasting DSL...
[2025-12-11T20:21:59.809028] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-11T20:21:59.809057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-11T20:21:59.830490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-11T20:21:59.831000] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-11T20:21:59.832147] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-11T20:21:59.832217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:21:59.832271] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:21:59.832317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:21:59.832409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:21:59.896712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:21:59.897765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:21:59.897894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:21:59.897931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:00.030921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:00.031088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:00.031130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:00.031163] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:00.035519] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-12-11T20:22:00.035967] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-11T20:22:00.036124] [INFO ] [sig       ] DSL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:00.226080] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DSL.txt
[2025-12-11T20:22:00.226305] [INFO ] [sig       ] [1010/3605] Completed DSL in 0.4s | 2.93 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-11T20:22:00.226359] [INFO ] [sig       ] [1011/3605] Forecasting DSM...
[2025-12-11T20:22:00.226406] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-11T20:22:00.226450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-11T20:22:00.301232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-11T20:22:00.304796] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-11T20:22:00.306331] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-11T20:22:00.306414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:00.306457] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:00.306490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:00.306569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:00.402029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:00.403368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:00.403514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:00.403565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:00.568863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:00.569063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:00.569129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:00.569172] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:00.574928] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=62.94%)
[2025-12-11T20:22:00.575509] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-11T20:22:00.575773] [INFO ] [sig       ] DSM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:00.760417] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DSM.txt
[2025-12-11T20:22:00.760602] [INFO ] [sig       ] [1011/3605] Completed DSM in 0.5s | 2.93 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-11T20:22:00.760646] [INFO ] [sig       ] [1012/3605] Forecasting DSP...
[2025-12-11T20:22:00.760675] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-11T20:22:00.760705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-11T20:22:00.777504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-11T20:22:00.784812] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-11T20:22:00.786316] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-11T20:22:00.786394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:00.786446] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:00.786492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:00.786605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:00.862813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:00.863880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:00.863988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:00.864023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:01.010123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:01.010248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:01.010288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:01.010316] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:01.014051] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-11T20:22:01.014400] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-11T20:22:01.014541] [INFO ] [sig       ] DSP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:01.170995] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DSP.txt
[2025-12-11T20:22:01.171160] [INFO ] [sig       ] [1012/3605] Completed DSP in 0.4s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:01.171207] [INFO ] [sig       ] [1013/3605] Forecasting DSX...
[2025-12-11T20:22:01.171237] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-11T20:22:01.171266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-11T20:22:01.184900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-11T20:22:01.185503] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-11T20:22:01.186607] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-11T20:22:01.186663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:01.186884] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:01.186918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:01.186991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:01.253184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:01.254098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:01.254563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:01.254623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:01.376591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:01.376750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:01.376792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:01.376820] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:01.380171] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-11T20:22:01.380473] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-11T20:22:01.380621] [INFO ] [sig       ] DSX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:01.523291] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DSX.txt
[2025-12-11T20:22:01.524166] [INFO ] [sig       ] [1013/3605] Completed DSX in 0.4s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:01.524216] [INFO ] [sig       ] [1014/3605] Forecasting DTB...
[2025-12-11T20:22:01.524246] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-11T20:22:01.524275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-11T20:22:01.536891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-11T20:22:01.537273] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-11T20:22:01.538111] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-11T20:22:01.538162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:01.538194] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:01.538219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:01.538279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:01.600419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:01.601364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:01.601451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:01.601486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:01.720044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:01.720196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:01.720237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:01.720265] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:01.723622] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-11T20:22:01.723899] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-11T20:22:01.724022] [INFO ] [sig       ] DTB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:01.884748] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DTB.txt
[2025-12-11T20:22:01.884915] [INFO ] [sig       ] [1014/3605] Completed DTB in 0.4s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:01.884957] [INFO ] [sig       ] [1015/3605] Forecasting DTE...
[2025-12-11T20:22:01.884988] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-11T20:22:01.885019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-11T20:22:01.897776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-11T20:22:01.898232] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-11T20:22:01.899063] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-11T20:22:01.899117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:01.899149] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:01.899179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:01.899262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:01.963755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:01.964649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:01.964739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:01.964788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:02.091417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:02.091587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:02.091638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:02.091668] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:02.095065] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-11T20:22:02.095343] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-11T20:22:02.095465] [INFO ] [sig       ] DTE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:02.239109] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DTE.txt
[2025-12-11T20:22:02.239271] [INFO ] [sig       ] [1015/3605] Completed DTE in 0.4s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:02.239310] [INFO ] [sig       ] [1016/3605] Forecasting DTG...
[2025-12-11T20:22:02.239342] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-11T20:22:02.239372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-11T20:22:02.251928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-11T20:22:02.252325] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-11T20:22:02.253147] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-11T20:22:02.253203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:02.253238] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:02.253267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:02.253324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:02.312309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:02.313173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:02.313255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:02.313289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:02.442427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:02.442600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:02.442642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:02.442670] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:02.446073] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=42.01%)
[2025-12-11T20:22:02.446346] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-11T20:22:02.446468] [INFO ] [sig       ] DTG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:02.596695] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DTG.txt
[2025-12-11T20:22:02.596893] [INFO ] [sig       ] [1016/3605] Completed DTG in 0.4s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:02.596938] [INFO ] [sig       ] [1017/3605] Forecasting DTIL...
[2025-12-11T20:22:02.596970] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-11T20:22:02.597001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-11T20:22:02.612139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-11T20:22:02.612668] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-11T20:22:02.613830] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-11T20:22:02.613904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:02.613949] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:02.613984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:02.614065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:02.672489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:02.673397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:02.673483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:02.673516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:02.790392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:02.790657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:02.790700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:02.790728] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:02.794106] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2025-12-11T20:22:02.794378] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-11T20:22:02.794497] [INFO ] [sig       ] DTIL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:02.932673] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DTIL.txt
[2025-12-11T20:22:02.932831] [INFO ] [sig       ] [1017/3605] Completed DTIL in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:02.932872] [INFO ] [sig       ] [1018/3605] Forecasting DTM...
[2025-12-11T20:22:02.932900] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-11T20:22:02.932929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-11T20:22:02.945410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-11T20:22:02.945760] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-11T20:22:02.946594] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-11T20:22:02.946648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:02.946689] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:02.946719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:02.946777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:03.003232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:03.003940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:03.004020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:03.004051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:03.128120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:03.128277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:03.128319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:03.128347] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:03.131754] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-11T20:22:03.132055] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-11T20:22:03.132183] [INFO ] [sig       ] DTM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:03.273011] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DTM.txt
[2025-12-11T20:22:03.273149] [INFO ] [sig       ] [1018/3605] Completed DTM in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:03.273187] [INFO ] [sig       ] [1019/3605] Forecasting DTSS...
[2025-12-11T20:22:03.273214] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-11T20:22:03.273242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-11T20:22:03.284538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-11T20:22:03.284893] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-11T20:22:03.285659] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-11T20:22:03.285710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:03.285742] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:03.285770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:03.285826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:03.342553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:03.343305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:03.343384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:03.343415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:03.452056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:03.452197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:03.452238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:03.452266] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:03.455556] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=73.33%)
[2025-12-11T20:22:03.455846] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-11T20:22:03.455965] [INFO ] [sig       ] DTSS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:03.596077] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DTSS.txt
[2025-12-11T20:22:03.596246] [INFO ] [sig       ] [1019/3605] Completed DTSS in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:03.596299] [INFO ] [sig       ] [1020/3605] Forecasting DUK...
[2025-12-11T20:22:03.596337] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-11T20:22:03.596376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-11T20:22:03.608426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-11T20:22:03.608793] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-11T20:22:03.609636] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-11T20:22:03.609700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:03.609763] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:03.609790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:03.609865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:03.666596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:03.667368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:03.667448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:03.667479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:03.784905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:03.785052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:03.785091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:03.785118] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:03.788401] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=81.78%)
[2025-12-11T20:22:03.788691] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-11T20:22:03.788813] [INFO ] [sig       ] DUK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:03.926477] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DUK.txt
[2025-12-11T20:22:03.926628] [INFO ] [sig       ] [1020/3605] Completed DUK in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:03.926670] [INFO ] [sig       ] [1021/3605] Forecasting DUKB...
[2025-12-11T20:22:03.926699] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-11T20:22:03.926727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-11T20:22:03.938822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-11T20:22:03.939119] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-11T20:22:03.939893] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-11T20:22:03.939943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:03.939973] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:03.939998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:03.940053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:03.996104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:03.996716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:03.996794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:03.996824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:04.113917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:04.114055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:04.114093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:04.114121] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:04.117335] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-11T20:22:04.117610] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-11T20:22:04.117729] [INFO ] [sig       ] DUKB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:04.260970] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DUKB.txt
[2025-12-11T20:22:04.261103] [INFO ] [sig       ] [1021/3605] Completed DUKB in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:04.261141] [INFO ] [sig       ] [1022/3605] Forecasting DUOL...
[2025-12-11T20:22:04.261169] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-11T20:22:04.261197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-11T20:22:04.274059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-11T20:22:04.274399] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-11T20:22:04.275181] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-11T20:22:04.275231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:04.275263] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:04.275291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:04.275347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:04.330640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:04.331278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:04.331356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:04.331387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:04.464135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:04.464285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:04.464327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:04.464355] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:04.467796] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=64.67%)
[2025-12-11T20:22:04.468142] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-11T20:22:04.468271] [INFO ] [sig       ] DUOL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:04.613633] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DUOL.txt
[2025-12-11T20:22:04.613794] [INFO ] [sig       ] [1022/3605] Completed DUOL in 0.4s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:04.613834] [INFO ] [sig       ] [1023/3605] Forecasting DVA...
[2025-12-11T20:22:04.613862] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-11T20:22:04.613891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-11T20:22:04.625812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-11T20:22:04.626163] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-11T20:22:04.626951] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-11T20:22:04.627001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:04.627031] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:04.627056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:04.627110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:04.685283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:04.686162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:04.686248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:04.686280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:04.807473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:04.807658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:04.807713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:04.807787] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:04.811396] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-12-11T20:22:04.811729] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-11T20:22:04.811877] [INFO ] [sig       ] DVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:04.959891] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DVA.txt
[2025-12-11T20:22:04.960040] [INFO ] [sig       ] [1023/3605] Completed DVA in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:04.960087] [INFO ] [sig       ] [1024/3605] Forecasting DVAX...
[2025-12-11T20:22:04.960117] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-11T20:22:04.960146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-11T20:22:04.971666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-11T20:22:04.972024] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-11T20:22:04.972878] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-11T20:22:04.972931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:04.972964] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:04.972991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:04.973048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:05.030904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:05.031834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:05.031942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:05.031983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:05.156931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:05.157105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:05.157160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:05.157202] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:05.160805] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-12-11T20:22:05.161093] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-11T20:22:05.161220] [INFO ] [sig       ] DVAX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:05.299368] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DVAX.txt
[2025-12-11T20:22:05.299517] [INFO ] [sig       ] [1024/3605] Completed DVAX in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:05.299556] [INFO ] [sig       ] [1025/3605] Forecasting DVN...
[2025-12-11T20:22:05.299603] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-11T20:22:05.299633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-11T20:22:05.310888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-11T20:22:05.311230] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-11T20:22:05.312030] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-11T20:22:05.312083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:05.312115] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:05.312144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:05.312202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:05.370100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:05.371071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:05.371165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:05.371199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:05.495229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:05.495382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:05.495421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:05.495448] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:05.498799] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-11T20:22:05.499078] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-11T20:22:05.499197] [INFO ] [sig       ] DVN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:05.642027] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DVN.txt
[2025-12-11T20:22:05.642246] [INFO ] [sig       ] [1025/3605] Completed DVN in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:05.642308] [INFO ] [sig       ] [1026/3605] Forecasting DWAS...
[2025-12-11T20:22:05.642355] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-11T20:22:05.642402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-11T20:22:05.655484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-11T20:22:05.656067] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-11T20:22:05.657084] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-11T20:22:05.657145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:05.657188] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:05.657218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:05.657275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:05.713891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:05.714785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:05.714872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:05.714903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:05.833686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:05.833831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:05.833871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:05.833897] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:05.837173] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=60.43%)
[2025-12-11T20:22:05.837438] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-11T20:22:05.837558] [INFO ] [sig       ] DWAS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:05.973663] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DWAS.txt
[2025-12-11T20:22:05.973786] [INFO ] [sig       ] [1026/3605] Completed DWAS in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:05.973824] [INFO ] [sig       ] [1027/3605] Forecasting DWSH...
[2025-12-11T20:22:05.973852] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-11T20:22:05.973879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-11T20:22:05.984965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-11T20:22:05.985255] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-11T20:22:05.986024] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-11T20:22:05.986074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:05.986105] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:05.986132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:05.986187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:06.041716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:06.042316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:06.042392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:06.042422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:06.146049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:06.146177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:06.146230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:06.146259] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:06.149477] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-12-11T20:22:06.149755] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-11T20:22:06.149876] [INFO ] [sig       ] DWSH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:06.290345] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DWSH.txt
[2025-12-11T20:22:06.290484] [INFO ] [sig       ] [1027/3605] Completed DWSH in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:06.290523] [INFO ] [sig       ] [1028/3605] Forecasting DX...
[2025-12-11T20:22:06.290552] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-11T20:22:06.290597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-11T20:22:06.302154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-11T20:22:06.302453] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-11T20:22:06.303438] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-11T20:22:06.303488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:06.303519] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:06.303544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:06.303615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:06.361506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:06.362208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:06.362286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:06.362320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:06.483156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:06.483301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:06.483339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:06.483367] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:06.487021] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=26.32%)
[2025-12-11T20:22:06.487285] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-11T20:22:06.487411] [INFO ] [sig       ] DX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:06.626590] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DX.txt
[2025-12-11T20:22:06.626713] [INFO ] [sig       ] [1028/3605] Completed DX in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-11T20:22:06.626750] [INFO ] [sig       ] [1029/3605] Forecasting DXC...
[2025-12-11T20:22:06.626778] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-11T20:22:06.626807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-11T20:22:06.637931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-11T20:22:06.638205] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-11T20:22:06.638975] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-11T20:22:06.639026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:06.639057] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:06.639083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:06.639139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:06.694721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:06.695417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:06.695495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:06.695526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:06.814566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:06.814738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:06.814777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:06.814804] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:06.818103] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=62.53%)
[2025-12-11T20:22:06.818374] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-11T20:22:06.818496] [INFO ] [sig       ] DXC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:06.956083] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/DXC.txt
[2025-12-11T20:22:06.956229] [INFO ] [sig       ] [1029/3605] Completed DXC in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-11T20:22:06.956266] [INFO ] [sig       ] [1030/3605] Forecasting DXCM...
[2025-12-11T20:22:06.956296] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-11T20:22:06.956324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-11T20:22:06.967423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-11T20:22:06.967795] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-11T20:22:06.968641] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-11T20:22:06.968694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:06.968726] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:06.968752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:06.968807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:07.027024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:07.027885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:07.027998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:07.028033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:07.147904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:07.148062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:07.148102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:07.148130] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:07.151443] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-11T20:22:07.151744] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-11T20:22:07.151886] [INFO ] [sig       ] DXCM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:07.292844] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DXCM.txt
[2025-12-11T20:22:07.293003] [INFO ] [sig       ] [1030/3605] Completed DXCM in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:07.293043] [INFO ] [sig       ] [1031/3605] Forecasting DXPE...
[2025-12-11T20:22:07.293072] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-11T20:22:07.293101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-11T20:22:07.305307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-11T20:22:07.305774] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-11T20:22:07.306989] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-11T20:22:07.307046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:07.307096] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:07.307123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:07.307181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:07.369050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:07.369962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:07.370043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:07.370075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:07.488671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:07.488870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:07.488926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:07.488964] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:07.492785] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2025-12-11T20:22:07.493059] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-11T20:22:07.493186] [INFO ] [sig       ] DXPE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:07.630837] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DXPE.txt
[2025-12-11T20:22:07.630982] [INFO ] [sig       ] [1031/3605] Completed DXPE in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:07.631020] [INFO ] [sig       ] [1032/3605] Forecasting DY...
[2025-12-11T20:22:07.631049] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-11T20:22:07.631078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-11T20:22:07.642695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-11T20:22:07.643047] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-11T20:22:07.643887] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-11T20:22:07.643939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:07.643972] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:07.643999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:07.644056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:07.701073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:07.701943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:07.702027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:07.702059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:07.822727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:07.822889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:07.822932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:07.822960] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:07.826318] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=26.60%)
[2025-12-11T20:22:07.826852] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-11T20:22:07.826986] [INFO ] [sig       ] DY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:07.972469] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DY.txt
[2025-12-11T20:22:07.972648] [INFO ] [sig       ] [1032/3605] Completed DY in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:07.972690] [INFO ] [sig       ] [1033/3605] Forecasting DYN...
[2025-12-11T20:22:07.972718] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-11T20:22:07.972746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-11T20:22:07.984390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-11T20:22:07.984826] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-11T20:22:07.985693] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-11T20:22:07.985746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:07.985779] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:07.985806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:07.985862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:08.047450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:08.051818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:08.051920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:08.051953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:08.175309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:08.175480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:08.175525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:08.175554] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:08.179148] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2025-12-11T20:22:08.179453] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-11T20:22:08.179609] [INFO ] [sig       ] DYN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:08.320843] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/DYN.txt
[2025-12-11T20:22:08.321070] [INFO ] [sig       ] [1033/3605] Completed DYN in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:08.321130] [INFO ] [sig       ] [1034/3605] Forecasting E...
[2025-12-11T20:22:08.321171] [INFO ] [sig       ] Generating forecast for: E
[2025-12-11T20:22:08.321211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-11T20:22:08.333220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-11T20:22:08.333606] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-11T20:22:08.334445] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-11T20:22:08.334498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:08.334531] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:08.334559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:08.334639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:08.397660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:08.398540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:08.398638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:08.398674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:08.524901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:08.525046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:08.525088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:08.525117] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:08.528617] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-11T20:22:08.528933] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-11T20:22:08.529076] [INFO ] [sig       ] E: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:08.670225] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/E.txt
[2025-12-11T20:22:08.670379] [INFO ] [sig       ] [1034/3605] Completed E in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:08.670418] [INFO ] [sig       ] [1035/3605] Forecasting EA...
[2025-12-11T20:22:08.670446] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-11T20:22:08.670483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-11T20:22:08.683062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-11T20:22:08.683418] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-11T20:22:08.684325] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-11T20:22:08.684385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:08.684418] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:08.684446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:08.684502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:08.745712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:08.746479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:08.746564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:08.746617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:08.895132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:08.895323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:08.895366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:08.895394] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:08.899063] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: DOWN (p=31.66%)
[2025-12-11T20:22:08.899342] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-11T20:22:08.899470] [INFO ] [sig       ] EA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:09.054859] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EA.txt
[2025-12-11T20:22:09.055017] [INFO ] [sig       ] [1035/3605] Completed EA in 0.4s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:09.055058] [INFO ] [sig       ] [1036/3605] Forecasting EAF...
[2025-12-11T20:22:09.055088] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-11T20:22:09.055118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-11T20:22:09.067542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-11T20:22:09.067961] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-11T20:22:09.069021] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-11T20:22:09.069083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:09.069125] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:09.069157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:09.069234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:09.126714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:09.127554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:09.127666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:09.127716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:09.247445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:09.247613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:09.247653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:09.247682] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:09.250962] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=39.69%)
[2025-12-11T20:22:09.251222] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-11T20:22:09.251343] [INFO ] [sig       ] EAF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:09.389111] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EAF.txt
[2025-12-11T20:22:09.389274] [INFO ] [sig       ] [1036/3605] Completed EAF in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:09.389313] [INFO ] [sig       ] [1037/3605] Forecasting EAI...
[2025-12-11T20:22:09.389343] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-11T20:22:09.389371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-11T20:22:09.401499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-11T20:22:09.401847] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-11T20:22:09.402652] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-11T20:22:09.402703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:09.402760] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:09.402788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:09.402845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:09.468002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:09.469142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:09.469244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:09.469277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:09.582716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:09.582856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:09.582897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:09.582925] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:09.586297] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=85.14%)
[2025-12-11T20:22:09.586614] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-11T20:22:09.586736] [INFO ] [sig       ] EAI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:09.727776] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EAI.txt
[2025-12-11T20:22:09.727948] [INFO ] [sig       ] [1037/3605] Completed EAI in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:09.727987] [INFO ] [sig       ] [1038/3605] Forecasting EARN...
[2025-12-11T20:22:09.728017] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-11T20:22:09.728047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-11T20:22:09.739965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-11T20:22:09.740245] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-11T20:22:09.741035] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-11T20:22:09.741087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:09.741118] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:09.741145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:09.741200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:09.798343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:09.799054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:09.799131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:09.799163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:09.923383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:09.923534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:09.923592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:09.923624] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:09.927051] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-12-11T20:22:09.927318] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-11T20:22:09.927449] [INFO ] [sig       ] EARN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:10.071322] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EARN.txt
[2025-12-11T20:22:10.071527] [INFO ] [sig       ] [1038/3605] Completed EARN in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:10.071600] [INFO ] [sig       ] [1039/3605] Forecasting EB...
[2025-12-11T20:22:10.071643] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-11T20:22:10.071681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-11T20:22:10.083948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-11T20:22:10.084327] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-11T20:22:10.085156] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-11T20:22:10.085219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:10.085261] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:10.085298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:10.085355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:10.144122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:10.144955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:10.145034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:10.145065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:10.265037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:10.265199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:10.265239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:10.265265] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:10.268549] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-11T20:22:10.268839] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-11T20:22:10.268958] [INFO ] [sig       ] EB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:10.409241] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EB.txt
[2025-12-11T20:22:10.409396] [INFO ] [sig       ] [1039/3605] Completed EB in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:10.409439] [INFO ] [sig       ] [1040/3605] Forecasting EBAY...
[2025-12-11T20:22:10.409467] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-11T20:22:10.409498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-11T20:22:10.423703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-11T20:22:10.424080] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-11T20:22:10.424903] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-11T20:22:10.424956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:10.424987] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:10.425014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:10.425070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:10.483076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:10.484008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:10.484093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:10.484125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:10.605316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:10.605507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:10.605555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:10.605635] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:10.609285] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=65.76%)
[2025-12-11T20:22:10.609656] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-11T20:22:10.609813] [INFO ] [sig       ] EBAY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:10.749054] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EBAY.txt
[2025-12-11T20:22:10.749206] [INFO ] [sig       ] [1040/3605] Completed EBAY in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:10.749243] [INFO ] [sig       ] [1041/3605] Forecasting EBC...
[2025-12-11T20:22:10.749272] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-11T20:22:10.749301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-11T20:22:10.763293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-11T20:22:10.763639] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-11T20:22:10.764393] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-11T20:22:10.764443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:10.764473] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:10.764498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:10.764552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:10.822079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:10.822922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:10.823000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:10.823032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:10.943641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:10.943801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:10.943843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:10.943871] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:10.947282] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-11T20:22:10.947591] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-11T20:22:10.947724] [INFO ] [sig       ] EBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:11.088503] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EBC.txt
[2025-12-11T20:22:11.088690] [INFO ] [sig       ] [1041/3605] Completed EBC in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:11.088732] [INFO ] [sig       ] [1042/3605] Forecasting EBF...
[2025-12-11T20:22:11.088760] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-11T20:22:11.088788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-11T20:22:11.100417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-11T20:22:11.100819] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-11T20:22:11.101621] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-11T20:22:11.101672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:11.101702] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:11.101727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:11.101783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:11.159167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:11.160050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:11.160132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:11.160165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:11.279234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:11.279389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:11.279432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:11.279461] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:11.283403] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-12-11T20:22:11.283711] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-11T20:22:11.283848] [INFO ] [sig       ] EBF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:11.426203] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EBF.txt
[2025-12-11T20:22:11.426354] [INFO ] [sig       ] [1042/3605] Completed EBF in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:11.426391] [INFO ] [sig       ] [1043/3605] Forecasting EBON...
[2025-12-11T20:22:11.426421] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-11T20:22:11.426451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-11T20:22:11.438381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-11T20:22:11.438777] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-11T20:22:11.439544] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-11T20:22:11.439611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:11.439642] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:11.439668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:11.439735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:11.496729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:11.497563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:11.497662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:11.497695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:11.606388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:11.606546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:11.606604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:11.606635] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:11.610268] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-11T20:22:11.610535] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-11T20:22:11.610675] [INFO ] [sig       ] EBON: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:11.755996] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EBON.txt
[2025-12-11T20:22:11.756152] [INFO ] [sig       ] [1043/3605] Completed EBON in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:11.756192] [INFO ] [sig       ] [1044/3605] Forecasting EBS...
[2025-12-11T20:22:11.756223] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-11T20:22:11.756253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-11T20:22:11.772294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-11T20:22:11.772652] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-11T20:22:11.773426] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-11T20:22:11.773489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:11.773528] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:11.773604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:11.773675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:11.835433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:11.836252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:11.836332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:11.836365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:11.959529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:11.959712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:11.959760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:11.959794] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:11.964036] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-11T20:22:11.964388] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-11T20:22:11.964546] [INFO ] [sig       ] EBS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:12.115534] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EBS.txt
[2025-12-11T20:22:12.115697] [INFO ] [sig       ] [1044/3605] Completed EBS in 0.4s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:12.115737] [INFO ] [sig       ] [1045/3605] Forecasting EC...
[2025-12-11T20:22:12.115767] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-11T20:22:12.115797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-11T20:22:12.128246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-11T20:22:12.128606] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-11T20:22:12.129603] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-11T20:22:12.129657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:12.129690] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:12.129717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:12.129775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:12.191542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:12.192431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:12.192517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:12.192550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:12.314426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:12.314597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:12.314640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:12.314668] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:12.318142] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-11T20:22:12.318431] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-11T20:22:12.318561] [INFO ] [sig       ] EC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:12.472888] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EC.txt
[2025-12-11T20:22:12.473053] [INFO ] [sig       ] [1045/3605] Completed EC in 0.4s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:12.473092] [INFO ] [sig       ] [1046/3605] Forecasting ECC...
[2025-12-11T20:22:12.473120] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-11T20:22:12.473149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-11T20:22:12.485102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-11T20:22:12.485503] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-11T20:22:12.486366] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-11T20:22:12.486420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:12.486451] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:12.486481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:12.486538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:12.550742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:12.551704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:12.551798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:12.551832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:12.677979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:12.678126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:12.678167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:12.678196] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:12.681644] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-12-11T20:22:12.681929] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-11T20:22:12.682056] [INFO ] [sig       ] ECC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:12.893157] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ECC.txt
[2025-12-11T20:22:12.893307] [INFO ] [sig       ] [1046/3605] Completed ECC in 0.4s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-11T20:22:12.893347] [INFO ] [sig       ] [1047/3605] Forecasting ECL...
[2025-12-11T20:22:12.893376] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-11T20:22:12.893405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-11T20:22:12.904838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-11T20:22:12.905212] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-11T20:22:12.906046] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-11T20:22:12.906100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:12.906132] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:12.906160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:12.906216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:12.970153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:12.971029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:12.971133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:12.971206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:13.091134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:13.091290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:13.091333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:13.091363] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:13.095247] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-12-11T20:22:13.095569] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-11T20:22:13.095728] [INFO ] [sig       ] ECL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:13.240761] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ECL.txt
[2025-12-11T20:22:13.240915] [INFO ] [sig       ] [1047/3605] Completed ECL in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:13.240980] [INFO ] [sig       ] [1048/3605] Forecasting ECPG...
[2025-12-11T20:22:13.241010] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-11T20:22:13.241039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-11T20:22:13.253177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-11T20:22:13.253538] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-11T20:22:13.254337] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-11T20:22:13.254388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:13.254419] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:13.254445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:13.254499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:13.314128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:13.315018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:13.315103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:13.315136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:13.431058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:13.431219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:13.431262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:13.431293] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:13.434905] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-12-11T20:22:13.435262] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-11T20:22:13.435410] [INFO ] [sig       ] ECPG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:13.577671] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ECPG.txt
[2025-12-11T20:22:13.577847] [INFO ] [sig       ] [1048/3605] Completed ECPG in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:13.577892] [INFO ] [sig       ] [1049/3605] Forecasting ECX...
[2025-12-11T20:22:13.577921] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-11T20:22:13.577950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-11T20:22:13.589899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-11T20:22:13.590232] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-11T20:22:13.591032] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-11T20:22:13.591085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:13.591117] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:13.591143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:13.591199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:13.650639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:13.651481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:13.651569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:13.651622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:13.775826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:13.775984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:13.776023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:13.776054] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:13.779634] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-11T20:22:13.779971] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-11T20:22:13.780131] [INFO ] [sig       ] ECX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:13.927504] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ECX.txt
[2025-12-11T20:22:13.927674] [INFO ] [sig       ] [1049/3605] Completed ECX in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:13.927714] [INFO ] [sig       ] [1050/3605] Forecasting ED...
[2025-12-11T20:22:13.927743] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-11T20:22:13.927772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-11T20:22:13.940427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-11T20:22:13.940803] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-11T20:22:13.941610] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-11T20:22:13.941663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:13.941697] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:13.941726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:13.941783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:14.002780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:14.003668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:14.003930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:14.003965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:14.134919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:14.135072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:14.135114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:14.135143] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:14.138687] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-12-11T20:22:14.138965] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-11T20:22:14.139093] [INFO ] [sig       ] ED: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:14.286738] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ED.txt
[2025-12-11T20:22:14.286919] [INFO ] [sig       ] [1050/3605] Completed ED in 0.4s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:14.286960] [INFO ] [sig       ] [1051/3605] Forecasting EDAP...
[2025-12-11T20:22:14.286989] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-11T20:22:14.287020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-11T20:22:14.298971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-11T20:22:14.299285] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-11T20:22:14.300050] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-11T20:22:14.300102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:14.300134] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:14.300161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:14.300217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:14.360188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:14.361081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:14.361165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:14.361197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:14.479365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:14.479505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:14.479545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:14.479606] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:14.482888] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-12-11T20:22:14.483157] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-11T20:22:14.483275] [INFO ] [sig       ] EDAP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:14.625614] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EDAP.txt
[2025-12-11T20:22:14.625769] [INFO ] [sig       ] [1051/3605] Completed EDAP in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:14.625807] [INFO ] [sig       ] [1052/3605] Forecasting EDBL...
[2025-12-11T20:22:14.625838] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-11T20:22:14.625867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-11T20:22:14.637636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-11T20:22:14.638228] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-11T20:22:14.639036] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-11T20:22:14.639087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:14.639118] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:14.639144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:14.639199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:14.697935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:14.698830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:14.698915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:14.698947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:14.820754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:14.820884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:14.820924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:14.820952] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:14.824819] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: UP (p=60.21%)
[2025-12-11T20:22:14.825319] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-11T20:22:14.825488] [INFO ] [sig       ] EDBL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:14.970292] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EDBL.txt
[2025-12-11T20:22:14.970446] [INFO ] [sig       ] [1052/3605] Completed EDBL in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:14.970485] [INFO ] [sig       ] [1053/3605] Forecasting EDD...
[2025-12-11T20:22:14.970516] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-11T20:22:14.970546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-11T20:22:14.982092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-11T20:22:14.982463] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-11T20:22:14.983346] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-11T20:22:14.983399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:14.983431] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:14.983458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:14.983513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:15.041457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:15.042296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:15.042391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:15.042424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:15.168605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:15.168774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:15.168817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:15.168847] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:15.172372] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-12-11T20:22:15.172708] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-11T20:22:15.172843] [INFO ] [sig       ] EDD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:15.317394] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EDD.txt
[2025-12-11T20:22:15.317533] [INFO ] [sig       ] [1053/3605] Completed EDD in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:15.317588] [INFO ] [sig       ] [1054/3605] Forecasting EDF...
[2025-12-11T20:22:15.317621] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-11T20:22:15.317650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-11T20:22:15.329218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-11T20:22:15.329646] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-11T20:22:15.330503] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-11T20:22:15.330557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:15.330653] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:15.330688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:15.330762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:15.389698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:15.390566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:15.390668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:15.390702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:15.506429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:15.506597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:15.506638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:15.506666] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:15.510137] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-12-11T20:22:15.510467] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-11T20:22:15.510627] [INFO ] [sig       ] EDF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:15.651482] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EDF.txt
[2025-12-11T20:22:15.651664] [INFO ] [sig       ] [1054/3605] Completed EDF in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:15.651708] [INFO ] [sig       ] [1055/3605] Forecasting EDN...
[2025-12-11T20:22:15.651737] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-11T20:22:15.651765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-11T20:22:15.663105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-11T20:22:15.663410] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-11T20:22:15.664235] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-11T20:22:15.664285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:15.664317] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:15.664374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:15.664434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:15.723262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:15.724142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:15.724230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:15.724262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:15.844560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:15.844727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:15.844767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:15.844793] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:15.848097] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-11T20:22:15.848367] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-11T20:22:15.848487] [INFO ] [sig       ] EDN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:15.991283] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EDN.txt
[2025-12-11T20:22:15.991438] [INFO ] [sig       ] [1055/3605] Completed EDN in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:15.991477] [INFO ] [sig       ] [1056/3605] Forecasting EE...
[2025-12-11T20:22:15.991505] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-11T20:22:15.991535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-11T20:22:16.003171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-11T20:22:16.003548] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-11T20:22:16.004378] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-11T20:22:16.004430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:16.004463] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:16.004491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:16.004551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:16.062499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:16.063342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:16.063423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:16.063457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:16.180629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:16.180788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:16.180828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:16.180855] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:16.184174] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-12-11T20:22:16.184456] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-11T20:22:16.184599] [INFO ] [sig       ] EE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:16.323521] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EE.txt
[2025-12-11T20:22:16.323679] [INFO ] [sig       ] [1056/3605] Completed EE in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:16.323720] [INFO ] [sig       ] [1057/3605] Forecasting EEMA...
[2025-12-11T20:22:16.323747] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-11T20:22:16.323776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-11T20:22:16.338539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-11T20:22:16.339136] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-11T20:22:16.340005] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-11T20:22:16.340059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:16.340090] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:16.340117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:16.340174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:16.403049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:16.403924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:16.404005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:16.404039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:16.522912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:16.523065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:16.523104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:16.523132] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:16.528030] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-11T20:22:16.528342] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-11T20:22:16.528476] [INFO ] [sig       ] EEMA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:16.667882] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EEMA.txt
[2025-12-11T20:22:16.668007] [INFO ] [sig       ] [1057/3605] Completed EEMA in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:16.668044] [INFO ] [sig       ] [1058/3605] Forecasting EEX...
[2025-12-11T20:22:16.668074] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-11T20:22:16.668103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-11T20:22:16.681264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-11T20:22:16.681617] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-11T20:22:16.682402] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-11T20:22:16.682453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:16.682486] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:16.682513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:16.682570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:16.740450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:16.741124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:16.741202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:16.741236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:16.860373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:16.860505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:16.860548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:16.860593] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:16.863838] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-12-11T20:22:16.864100] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-11T20:22:16.864218] [INFO ] [sig       ] EEX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:17.005989] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EEX.txt
[2025-12-11T20:22:17.006122] [INFO ] [sig       ] [1058/3605] Completed EEX in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:17.006159] [INFO ] [sig       ] [1059/3605] Forecasting EFC...
[2025-12-11T20:22:17.006188] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-11T20:22:17.006223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-11T20:22:17.017802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-11T20:22:17.018134] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-11T20:22:17.018973] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-11T20:22:17.019025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:17.019058] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:17.019084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:17.019140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:17.077565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:17.078326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:17.078409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:17.078441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:17.199886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:17.200040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:17.200081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:17.200111] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:17.203568] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-12-11T20:22:17.203886] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-11T20:22:17.204019] [INFO ] [sig       ] EFC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:17.346624] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EFC.txt
[2025-12-11T20:22:17.346782] [INFO ] [sig       ] [1059/3605] Completed EFC in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:17.346821] [INFO ] [sig       ] [1060/3605] Forecasting EFSC...
[2025-12-11T20:22:17.346850] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-11T20:22:17.346877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-11T20:22:17.358832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-11T20:22:17.359222] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-11T20:22:17.360055] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-11T20:22:17.360107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:17.360151] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:17.360179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:17.360235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:17.418018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:17.418922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:17.419007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:17.419042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:17.538458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:17.538640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:17.538684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:17.538712] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:17.542104] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2025-12-11T20:22:17.542396] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-11T20:22:17.542529] [INFO ] [sig       ] EFSC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:17.684159] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EFSC.txt
[2025-12-11T20:22:17.684316] [INFO ] [sig       ] [1060/3605] Completed EFSC in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:17.684355] [INFO ] [sig       ] [1061/3605] Forecasting EFX...
[2025-12-11T20:22:17.684385] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-11T20:22:17.684414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-11T20:22:17.696363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-11T20:22:17.696746] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-11T20:22:17.697501] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-11T20:22:17.697551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:17.697606] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:17.697634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:17.697689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:17.754885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:17.755766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:17.755850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:17.755883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:17.872532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:17.872718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:17.872761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:17.872788] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:17.876233] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-11T20:22:17.876520] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-11T20:22:17.876668] [INFO ] [sig       ] EFX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:18.012949] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EFX.txt
[2025-12-11T20:22:18.013095] [INFO ] [sig       ] [1061/3605] Completed EFX in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:18.013135] [INFO ] [sig       ] [1062/3605] Forecasting EG...
[2025-12-11T20:22:18.013163] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-11T20:22:18.013194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-11T20:22:18.026523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-11T20:22:18.026859] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-11T20:22:18.027640] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-11T20:22:18.027691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:18.027721] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:18.027746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:18.027801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:18.085456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:18.086144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:18.086223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:18.086255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:18.205704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:18.205858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:18.205900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:18.205927] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:18.209308] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-12-11T20:22:18.209632] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-11T20:22:18.209764] [INFO ] [sig       ] EG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:18.351730] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EG.txt
[2025-12-11T20:22:18.351884] [INFO ] [sig       ] [1062/3605] Completed EG in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:18.351924] [INFO ] [sig       ] [1063/3605] Forecasting EGAN...
[2025-12-11T20:22:18.351953] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-11T20:22:18.351981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-11T20:22:18.363644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-11T20:22:18.364002] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-11T20:22:18.364796] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-11T20:22:18.364847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:18.364879] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:18.364906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:18.364963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:18.423352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:18.424242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:18.424329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:18.424361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:18.543397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:18.543621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:18.543665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:18.543693] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:18.546964] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-11T20:22:18.547223] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-11T20:22:18.547341] [INFO ] [sig       ] EGAN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:18.683960] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EGAN.txt
[2025-12-11T20:22:18.684078] [INFO ] [sig       ] [1063/3605] Completed EGAN in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-11T20:22:18.684115] [INFO ] [sig       ] [1064/3605] Forecasting EGBN...
[2025-12-11T20:22:18.684144] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-11T20:22:18.684172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-11T20:22:18.695675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-11T20:22:18.695957] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-11T20:22:18.696731] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-11T20:22:18.696781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:18.696811] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:18.696837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:18.696893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:18.754210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:18.754889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:18.754997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:18.755031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:18.870766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:18.870930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:18.870969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:18.870996] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:18.874245] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2025-12-11T20:22:18.874505] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-11T20:22:18.874641] [INFO ] [sig       ] EGBN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:19.016463] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EGBN.txt
[2025-12-11T20:22:19.016606] [INFO ] [sig       ] [1064/3605] Completed EGBN in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-11T20:22:19.016646] [INFO ] [sig       ] [1065/3605] Forecasting EGP...
[2025-12-11T20:22:19.016675] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-11T20:22:19.016705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-11T20:22:19.027928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-11T20:22:19.028201] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-11T20:22:19.028993] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-11T20:22:19.029044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:19.029076] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:19.029103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:19.029158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:19.085776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:19.086367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:19.086444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:19.086475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:19.204792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:19.204945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:19.204985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:19.205012] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:19.208309] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=12.98%)
[2025-12-11T20:22:19.208588] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-11T20:22:19.208715] [INFO ] [sig       ] EGP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:19.345853] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EGP.txt
[2025-12-11T20:22:19.345980] [INFO ] [sig       ] [1065/3605] Completed EGP in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:19.346018] [INFO ] [sig       ] [1066/3605] Forecasting EGY...
[2025-12-11T20:22:19.346046] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-11T20:22:19.346075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-11T20:22:19.357885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-11T20:22:19.358151] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-11T20:22:19.358929] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-11T20:22:19.358980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:19.359011] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:19.359037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:19.359092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:19.416756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:19.417356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:19.417435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:19.417467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:19.532733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:19.532890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:19.532930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:19.532957] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:19.536222] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-12-11T20:22:19.536486] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-11T20:22:19.536634] [INFO ] [sig       ] EGY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:19.676968] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EGY.txt
[2025-12-11T20:22:19.677098] [INFO ] [sig       ] [1066/3605] Completed EGY in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:19.677137] [INFO ] [sig       ] [1067/3605] Forecasting EH...
[2025-12-11T20:22:19.677165] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-11T20:22:19.677194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-11T20:22:19.688336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-11T20:22:19.688672] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-11T20:22:19.689634] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-11T20:22:19.689683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:19.689715] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:19.689740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:19.689795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:19.748199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:19.748931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:19.749009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:19.749042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:19.872833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:19.873026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:19.873069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:19.873099] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:19.876517] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2025-12-11T20:22:19.876810] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-11T20:22:19.876957] [INFO ] [sig       ] EH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:20.039292] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EH.txt
[2025-12-11T20:22:20.039480] [INFO ] [sig       ] [1067/3605] Completed EH in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:20.039523] [INFO ] [sig       ] [1068/3605] Forecasting EHAB...
[2025-12-11T20:22:20.039553] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-11T20:22:20.039618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-11T20:22:20.051486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-11T20:22:20.051777] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-11T20:22:20.052564] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-11T20:22:20.052635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:20.052677] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:20.052705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:20.052762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:20.111750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:20.112630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:20.112725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:20.112760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:20.240889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:20.241056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:20.241113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:20.241158] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:20.245128] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-11T20:22:20.245443] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-11T20:22:20.245598] [INFO ] [sig       ] EHAB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:20.393902] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EHAB.txt
[2025-12-11T20:22:20.394057] [INFO ] [sig       ] [1068/3605] Completed EHAB in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:20.394095] [INFO ] [sig       ] [1069/3605] Forecasting EHC...
[2025-12-11T20:22:20.394124] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-11T20:22:20.394152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-11T20:22:20.409568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-11T20:22:20.410174] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-11T20:22:20.411187] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-11T20:22:20.411243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:20.411277] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:20.411305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:20.411364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:20.471425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:20.472679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:20.472814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:20.472873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:20.600071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:20.600306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:20.600357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:20.600389] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:20.604653] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-11T20:22:20.605103] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-11T20:22:20.605270] [INFO ] [sig       ] EHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:20.753222] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EHC.txt
[2025-12-11T20:22:20.753425] [INFO ] [sig       ] [1069/3605] Completed EHC in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:20.753466] [INFO ] [sig       ] [1070/3605] Forecasting EHI...
[2025-12-11T20:22:20.753497] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-11T20:22:20.753528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-11T20:22:20.766835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-11T20:22:20.767271] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-11T20:22:20.768279] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-11T20:22:20.768334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:20.768367] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:20.768394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:20.768451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:20.829820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:20.830924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:20.831021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:20.831054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:20.951234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:20.951462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:20.951511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:20.951542] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:20.955489] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-12-11T20:22:20.955876] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-11T20:22:20.956035] [INFO ] [sig       ] EHI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:21.099375] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EHI.txt
[2025-12-11T20:22:21.099538] [INFO ] [sig       ] [1070/3605] Completed EHI in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:21.099602] [INFO ] [sig       ] [1071/3605] Forecasting EHTH...
[2025-12-11T20:22:21.099634] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-11T20:22:21.099667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-11T20:22:21.112819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-11T20:22:21.113224] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-11T20:22:21.114046] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-11T20:22:21.114099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:21.114162] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:21.114190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:21.114244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:21.170311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:21.171275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:21.171364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:21.171398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:21.286868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:21.287032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:21.287073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:21.287100] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:21.290399] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-11T20:22:21.290688] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-11T20:22:21.290810] [INFO ] [sig       ] EHTH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:21.430631] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EHTH.txt
[2025-12-11T20:22:21.430789] [INFO ] [sig       ] [1071/3605] Completed EHTH in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:21.430835] [INFO ] [sig       ] [1072/3605] Forecasting EIC...
[2025-12-11T20:22:21.430866] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-11T20:22:21.430894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-11T20:22:21.447181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-11T20:22:21.447699] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-11T20:22:21.448748] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-11T20:22:21.448804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:21.448839] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:21.448866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:21.448934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:21.518329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:21.519793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:21.519895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:21.519927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:21.654128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:21.654361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:21.654408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:21.654437] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:21.658271] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-12-11T20:22:21.658782] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-11T20:22:21.658988] [INFO ] [sig       ] EIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:21.839295] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EIC.txt
[2025-12-11T20:22:21.839536] [INFO ] [sig       ] [1072/3605] Completed EIC in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:21.839611] [INFO ] [sig       ] [1073/3605] Forecasting EIG...
[2025-12-11T20:22:21.839652] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-11T20:22:21.839703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-11T20:22:21.853183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-11T20:22:21.853589] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-11T20:22:21.854367] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-11T20:22:21.854418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:21.854451] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:21.854476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:21.854534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:21.912698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:21.913560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:21.913661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:21.913693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:22.028251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:22.028414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:22.028453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:22.028480] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:22.031790] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-12-11T20:22:22.032056] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-11T20:22:22.032177] [INFO ] [sig       ] EIG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:22.171090] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EIG.txt
[2025-12-11T20:22:22.171242] [INFO ] [sig       ] [1073/3605] Completed EIG in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:22.171280] [INFO ] [sig       ] [1074/3605] Forecasting EIX...
[2025-12-11T20:22:22.171308] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-11T20:22:22.171337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-11T20:22:22.184249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-11T20:22:22.184656] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-11T20:22:22.185404] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-11T20:22:22.185455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:22.185486] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:22.185511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:22.185565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:22.243389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:22.244245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:22.244326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:22.244358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:22.364247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:22.364405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:22.364446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:22.364508] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:22.367957] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-11T20:22:22.368262] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-11T20:22:22.368394] [INFO ] [sig       ] EIX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:22.510942] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EIX.txt
[2025-12-11T20:22:22.511093] [INFO ] [sig       ] [1074/3605] Completed EIX in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:22.511131] [INFO ] [sig       ] [1075/3605] Forecasting EKSO...
[2025-12-11T20:22:22.511160] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-12-11T20:22:22.511190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-12-11T20:22:22.524549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-12-11T20:22:22.524940] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-12-11T20:22:22.525707] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-12-11T20:22:22.525758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:22.525789] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:22.525815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:22.525871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:22.581997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:22.582847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:22.582927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:22.582959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:22.704831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:22.705173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:22.705211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:22.705256] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:22.709026] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-12-11T20:22:22.709289] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-12-11T20:22:22.709407] [INFO ] [sig       ] EKSO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:22.850120] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EKSO.txt
[2025-12-11T20:22:22.850240] [INFO ] [sig       ] [1075/3605] Completed EKSO in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:22.850277] [INFO ] [sig       ] [1076/3605] Forecasting EL...
[2025-12-11T20:22:22.850305] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-11T20:22:22.850333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-11T20:22:22.862486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-11T20:22:22.862814] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-11T20:22:22.863623] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-11T20:22:22.863675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:22.863708] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:22.863735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:22.863791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:22.920037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:22.920657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:22.920736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:22.920767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:23.040313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:23.040460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:23.040501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:23.040528] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:23.043796] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-11T20:22:23.044059] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-11T20:22:23.044178] [INFO ] [sig       ] EL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:23.180599] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EL.txt
[2025-12-11T20:22:23.180731] [INFO ] [sig       ] [1076/3605] Completed EL in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:23.180769] [INFO ] [sig       ] [1077/3605] Forecasting ELAB...
[2025-12-11T20:22:23.180797] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-11T20:22:23.180826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-11T20:22:23.191909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-11T20:22:23.192223] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-11T20:22:23.193007] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-11T20:22:23.193058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:23.193088] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:23.193114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:23.193168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:23.251207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:23.252034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:23.252114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:23.252163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:23.371880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:23.372040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:23.372080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:23.372109] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:23.375496] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-12-11T20:22:23.375802] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-11T20:22:23.375940] [INFO ] [sig       ] ELAB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:23.515260] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ELAB.txt
[2025-12-11T20:22:23.515396] [INFO ] [sig       ] [1077/3605] Completed ELAB in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:23.515433] [INFO ] [sig       ] [1078/3605] Forecasting ELAN...
[2025-12-11T20:22:23.515463] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-11T20:22:23.515491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-11T20:22:23.526969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-11T20:22:23.527267] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-11T20:22:23.528113] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-11T20:22:23.528165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:23.528196] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:23.528222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:23.528277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:23.584922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:23.585551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:23.585645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:23.585678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:23.711501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:23.711680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:23.711722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:23.711750] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:23.715507] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-11T20:22:23.715844] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-11T20:22:23.715972] [INFO ] [sig       ] ELAN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:23.855811] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ELAN.txt
[2025-12-11T20:22:23.855957] [INFO ] [sig       ] [1078/3605] Completed ELAN in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:23.855998] [INFO ] [sig       ] [1079/3605] Forecasting ELC...
[2025-12-11T20:22:23.856026] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-11T20:22:23.856054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-11T20:22:23.867791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-11T20:22:23.868172] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-11T20:22:23.868980] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-11T20:22:23.869031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:23.869062] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:23.869101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:23.869157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:23.926405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:23.927297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:23.927377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:23.927410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:24.041371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:24.041522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:24.041561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:24.041609] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:24.044896] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=51.02%)
[2025-12-11T20:22:24.045161] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-11T20:22:24.045280] [INFO ] [sig       ] ELC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:24.189992] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ELC.txt
[2025-12-11T20:22:24.190147] [INFO ] [sig       ] [1079/3605] Completed ELC in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:24.190186] [INFO ] [sig       ] [1080/3605] Forecasting ELDN...
[2025-12-11T20:22:24.190214] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-11T20:22:24.190242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-11T20:22:24.201727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-11T20:22:24.202233] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-11T20:22:24.203237] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-11T20:22:24.203293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:24.203330] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:24.203360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:24.203414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:24.260508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:24.261421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:24.261505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:24.261537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:24.379451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:24.379620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:24.379662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:24.379689] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:24.382988] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-12-11T20:22:24.383252] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-11T20:22:24.383373] [INFO ] [sig       ] ELDN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:24.532387] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ELDN.txt
[2025-12-11T20:22:24.532538] [INFO ] [sig       ] [1080/3605] Completed ELDN in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:24.532595] [INFO ] [sig       ] [1081/3605] Forecasting ELF...
[2025-12-11T20:22:24.532626] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-11T20:22:24.532655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-11T20:22:24.544872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-11T20:22:24.545241] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-11T20:22:24.546064] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-11T20:22:24.546115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:24.546145] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:24.546172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:24.546227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:24.604661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:24.605503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:24.605636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:24.605672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:24.728054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:24.728226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:24.728268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:24.728297] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:24.731904] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-12-11T20:22:24.732252] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-11T20:22:24.732393] [INFO ] [sig       ] ELF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:24.889155] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ELF.txt
[2025-12-11T20:22:24.889358] [INFO ] [sig       ] [1081/3605] Completed ELF in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-11T20:22:24.889410] [INFO ] [sig       ] [1082/3605] Forecasting ELME...
[2025-12-11T20:22:24.889448] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-11T20:22:24.889487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-11T20:22:24.902503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-11T20:22:24.902860] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-11T20:22:24.903635] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-11T20:22:24.903686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:24.903718] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:24.903744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:24.903799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:24.959405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:24.960323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:24.960409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:24.960440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:25.075350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:25.075503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:25.075542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:25.075589] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:25.078902] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=57.65%)
[2025-12-11T20:22:25.079357] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-11T20:22:25.079479] [INFO ] [sig       ] ELME: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:25.220416] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ELME.txt
[2025-12-11T20:22:25.220586] [INFO ] [sig       ] [1082/3605] Completed ELME in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-11T20:22:25.220626] [INFO ] [sig       ] [1083/3605] Forecasting ELP...
[2025-12-11T20:22:25.220655] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-11T20:22:25.220690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-11T20:22:25.232277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-11T20:22:25.232669] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-11T20:22:25.233430] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-11T20:22:25.233481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:25.233512] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:25.233538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:25.233614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:25.290818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:25.291662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:25.291769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:25.291803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:25.412178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:25.412327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:25.412367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:25.412393] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:25.415681] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=27.63%)
[2025-12-11T20:22:25.415953] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-11T20:22:25.416072] [INFO ] [sig       ] ELP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:25.557683] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ELP.txt
[2025-12-11T20:22:25.557843] [INFO ] [sig       ] [1083/3605] Completed ELP in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:25.557884] [INFO ] [sig       ] [1084/3605] Forecasting ELS...
[2025-12-11T20:22:25.557913] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-11T20:22:25.557941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-11T20:22:25.568924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-11T20:22:25.569422] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-11T20:22:25.570353] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-11T20:22:25.570403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:25.570435] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:25.570461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:25.570516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:25.626037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:25.626879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:25.626962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:25.626994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:25.742031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:25.742183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:25.742222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:25.742251] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:25.745523] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-11T20:22:25.745801] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-11T20:22:25.745922] [INFO ] [sig       ] ELS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:25.886182] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ELS.txt
[2025-12-11T20:22:25.886372] [INFO ] [sig       ] [1084/3605] Completed ELS in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:25.886412] [INFO ] [sig       ] [1085/3605] Forecasting ELTX...
[2025-12-11T20:22:25.886441] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-11T20:22:25.886469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-11T20:22:25.898187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-11T20:22:25.898618] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-11T20:22:25.899418] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-11T20:22:25.899470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:25.899501] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:25.899526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:25.899599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:25.961484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:25.962384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:25.962474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:25.962506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:26.105596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:26.105760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:26.105806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:26.105840] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:26.109975] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=93.27%)
[2025-12-11T20:22:26.110329] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-11T20:22:26.110481] [INFO ] [sig       ] ELTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:26.264163] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ELTX.txt
[2025-12-11T20:22:26.264294] [INFO ] [sig       ] [1085/3605] Completed ELTX in 0.4s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:26.264332] [INFO ] [sig       ] [1086/3605] Forecasting ELVA...
[2025-12-11T20:22:26.264360] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-11T20:22:26.264389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-11T20:22:26.275970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-11T20:22:26.276335] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-11T20:22:26.277127] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-11T20:22:26.277180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:26.277211] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:26.277237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:26.277292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:26.334327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:26.335073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:26.335155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:26.335187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:26.452558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:26.452716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:26.452755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:26.452782] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:26.456071] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-12-11T20:22:26.456352] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-11T20:22:26.456475] [INFO ] [sig       ] ELVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:26.592720] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ELVA.txt
[2025-12-11T20:22:26.592854] [INFO ] [sig       ] [1086/3605] Completed ELVA in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:26.592892] [INFO ] [sig       ] [1087/3605] Forecasting ELVN...
[2025-12-11T20:22:26.592921] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-11T20:22:26.592949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-11T20:22:26.604335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-11T20:22:26.604665] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-11T20:22:26.605438] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-11T20:22:26.605489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:26.605520] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:26.605545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:26.605615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:26.660866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:26.661589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:26.661667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:26.661698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:26.788917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:26.789070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:26.789113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:26.789143] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:26.792793] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-12-11T20:22:26.793091] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-11T20:22:26.793222] [INFO ] [sig       ] ELVN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:26.957596] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ELVN.txt
[2025-12-11T20:22:26.957799] [INFO ] [sig       ] [1087/3605] Completed ELVN in 0.4s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:26.957892] [INFO ] [sig       ] [1088/3605] Forecasting ELWS...
[2025-12-11T20:22:26.957935] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-11T20:22:26.957977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-11T20:22:26.970764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-11T20:22:26.971318] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-11T20:22:26.972269] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-11T20:22:26.972331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:26.972398] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:26.972426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:26.972483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:27.031130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:27.031980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:27.032061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:27.032096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:27.146179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:27.146375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:27.146419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:27.146448] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:27.149946] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-11T20:22:27.150228] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-11T20:22:27.150360] [INFO ] [sig       ] ELWS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:27.302652] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ELWS.txt
[2025-12-11T20:22:27.302815] [INFO ] [sig       ] [1088/3605] Completed ELWS in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:27.302859] [INFO ] [sig       ] [1089/3605] Forecasting EM...
[2025-12-11T20:22:27.302889] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-11T20:22:27.302919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-11T20:22:27.316134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-11T20:22:27.316591] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-11T20:22:27.317434] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-11T20:22:27.317488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:27.317521] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:27.317550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:27.317625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:27.381225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:27.382107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:27.382196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:27.382230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:27.499219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:27.499361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:27.499402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:27.499430] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:27.502748] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=70.29%)
[2025-12-11T20:22:27.503016] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-11T20:22:27.503135] [INFO ] [sig       ] EM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:27.646689] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EM.txt
[2025-12-11T20:22:27.646852] [INFO ] [sig       ] [1089/3605] Completed EM in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:27.646903] [INFO ] [sig       ] [1090/3605] Forecasting EMB...
[2025-12-11T20:22:27.646939] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-11T20:22:27.646980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-11T20:22:27.658281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-11T20:22:27.658566] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-11T20:22:27.659328] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-11T20:22:27.659378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:27.659410] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:27.659436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:27.659490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:27.715925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:27.716530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:27.716625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:27.716660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:27.838834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:27.838985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:27.839024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:27.839052] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:27.842441] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-11T20:22:27.842738] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-11T20:22:27.842876] [INFO ] [sig       ] EMB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:27.989619] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EMB.txt
[2025-12-11T20:22:27.989756] [INFO ] [sig       ] [1090/3605] Completed EMB in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:27.989800] [INFO ] [sig       ] [1091/3605] Forecasting EMBC...
[2025-12-11T20:22:27.989830] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-11T20:22:27.989859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-11T20:22:28.001379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-11T20:22:28.001691] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-11T20:22:28.002450] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-11T20:22:28.002501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:28.002532] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:28.002558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:28.002631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:28.060331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:28.060996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:28.061073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:28.061106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:28.182086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:28.182228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:28.182266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:28.182292] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:28.185957] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-11T20:22:28.186250] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-11T20:22:28.186376] [INFO ] [sig       ] EMBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:28.333409] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EMBC.txt
[2025-12-11T20:22:28.333543] [INFO ] [sig       ] [1091/3605] Completed EMBC in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:28.333601] [INFO ] [sig       ] [1092/3605] Forecasting EMD...
[2025-12-11T20:22:28.333631] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-11T20:22:28.333660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-11T20:22:28.345677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-11T20:22:28.345957] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-11T20:22:28.346756] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-11T20:22:28.346820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:28.346855] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:28.346881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:28.346939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:28.404309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:28.404965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:28.405229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:28.405260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:28.528119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:28.528270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:28.528309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:28.528336] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:28.531623] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=66.32%)
[2025-12-11T20:22:28.531900] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-11T20:22:28.532022] [INFO ] [sig       ] EMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:28.671379] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EMD.txt
[2025-12-11T20:22:28.671524] [INFO ] [sig       ] [1092/3605] Completed EMD in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:28.671562] [INFO ] [sig       ] [1093/3605] Forecasting EMF...
[2025-12-11T20:22:28.671611] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-11T20:22:28.671640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-11T20:22:28.682785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-11T20:22:28.683307] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-11T20:22:28.684276] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-11T20:22:28.684326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:28.684356] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:28.684381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:28.684436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:28.743853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:28.744967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:28.745048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:28.745079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:28.857969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:28.858123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:28.858164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:28.858193] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:28.861721] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-11T20:22:28.862016] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-11T20:22:28.862144] [INFO ] [sig       ] EMF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:29.005477] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EMF.txt
[2025-12-11T20:22:29.005640] [INFO ] [sig       ] [1093/3605] Completed EMF in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:29.005682] [INFO ] [sig       ] [1094/3605] Forecasting EML...
[2025-12-11T20:22:29.005710] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-11T20:22:29.005758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-11T20:22:29.016968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-11T20:22:29.017280] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-11T20:22:29.018088] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-11T20:22:29.018138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:29.018169] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:29.018194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:29.018249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:29.075174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:29.076137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:29.076224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:29.076258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:29.177765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:29.178032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:29.178081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:29.178109] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:29.181430] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: UP (p=67.14%)
[2025-12-11T20:22:29.181715] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-11T20:22:29.181835] [INFO ] [sig       ] EML: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:29.321646] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EML.txt
[2025-12-11T20:22:29.321801] [INFO ] [sig       ] [1094/3605] Completed EML in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:29.321843] [INFO ] [sig       ] [1095/3605] Forecasting EMN...
[2025-12-11T20:22:29.321872] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-11T20:22:29.321900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-11T20:22:29.333398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-11T20:22:29.333770] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-11T20:22:29.334534] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-11T20:22:29.334604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:29.334637] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:29.334663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:29.334718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:29.390168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:29.391020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:29.391100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:29.391132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:29.514804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:29.514978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:29.515026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:29.515054] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:29.518543] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2025-12-11T20:22:29.518858] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-11T20:22:29.519017] [INFO ] [sig       ] EMN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:29.657099] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EMN.txt
[2025-12-11T20:22:29.657229] [INFO ] [sig       ] [1095/3605] Completed EMN in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:29.657276] [INFO ] [sig       ] [1096/3605] Forecasting EMO...
[2025-12-11T20:22:29.657305] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-11T20:22:29.657334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-11T20:22:29.668869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-11T20:22:29.669261] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-11T20:22:29.670077] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-11T20:22:29.670129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:29.670160] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:29.670186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:29.670241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:29.727138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:29.728035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:29.728118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:29.728150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:29.837022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:29.837179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:29.837220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:29.837247] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:29.840637] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-11T20:22:29.840909] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-11T20:22:29.841034] [INFO ] [sig       ] EMO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:29.980057] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EMO.txt
[2025-12-11T20:22:29.980211] [INFO ] [sig       ] [1096/3605] Completed EMO in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:29.980249] [INFO ] [sig       ] [1097/3605] Forecasting EMXC...
[2025-12-11T20:22:29.980278] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-11T20:22:29.980306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-11T20:22:29.995475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-11T20:22:29.995872] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-11T20:22:29.996684] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-11T20:22:29.996736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:29.996767] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:29.996793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:29.996848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:30.057359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:30.058976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:30.059079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:30.059113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:30.194084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:30.194315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:30.194362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:30.194391] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:30.198921] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-11T20:22:30.199434] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-11T20:22:30.199690] [INFO ] [sig       ] EMXC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:30.360017] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EMXC.txt
[2025-12-11T20:22:30.360241] [INFO ] [sig       ] [1097/3605] Completed EMXC in 0.4s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:30.360286] [INFO ] [sig       ] [1098/3605] Forecasting ENB...
[2025-12-11T20:22:30.360316] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-11T20:22:30.360347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-11T20:22:30.376704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-11T20:22:30.377059] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-11T20:22:30.377876] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-11T20:22:30.377932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:30.377966] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:30.377993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:30.378049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:30.434905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:30.435852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:30.435975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:30.436008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:30.560415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:30.560587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:30.560635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:30.560671] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:30.564082] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=54.09%)
[2025-12-11T20:22:30.564358] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-11T20:22:30.564480] [INFO ] [sig       ] ENB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:30.703771] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ENB.txt
[2025-12-11T20:22:30.703934] [INFO ] [sig       ] [1098/3605] Completed ENB in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-11T20:22:30.703975] [INFO ] [sig       ] [1099/3605] Forecasting ENGN...
[2025-12-11T20:22:30.704004] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-11T20:22:30.704033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-11T20:22:30.716545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-11T20:22:30.716901] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-11T20:22:30.717676] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-11T20:22:30.717726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:30.717758] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:30.717784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:30.717861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:30.774685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:30.775382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:30.775459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:30.775491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:30.899123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:30.899282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:30.899322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:30.899394] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:30.902811] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=14.79%)
[2025-12-11T20:22:30.903111] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-11T20:22:30.903242] [INFO ] [sig       ] ENGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:31.042177] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ENGN.txt
[2025-12-11T20:22:31.042329] [INFO ] [sig       ] [1099/3605] Completed ENGN in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-11T20:22:31.042368] [INFO ] [sig       ] [1100/3605] Forecasting ENIC...
[2025-12-11T20:22:31.042397] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-11T20:22:31.042426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-11T20:22:31.053965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-11T20:22:31.054328] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-11T20:22:31.055101] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-11T20:22:31.055151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:31.055183] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:31.055209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:31.055264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:31.111465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:31.112305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:31.112385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:31.112417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:31.230885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:31.231037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:31.231076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:31.231103] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:31.234593] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-11T20:22:31.234868] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-11T20:22:31.234989] [INFO ] [sig       ] ENIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:31.373282] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ENIC.txt
[2025-12-11T20:22:31.373416] [INFO ] [sig       ] [1100/3605] Completed ENIC in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:31.373454] [INFO ] [sig       ] [1101/3605] Forecasting ENPH...
[2025-12-11T20:22:31.373483] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-11T20:22:31.373511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-11T20:22:31.384795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-11T20:22:31.385047] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-11T20:22:31.385792] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-11T20:22:31.385842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:31.385873] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:31.385899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:31.385953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:31.441907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:31.442610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:31.442701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:31.442733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:31.558126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:31.558265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:31.558302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:31.558330] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:31.561567] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-12-11T20:22:31.561848] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-11T20:22:31.561972] [INFO ] [sig       ] ENPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:31.707384] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ENPH.txt
[2025-12-11T20:22:31.707592] [INFO ] [sig       ] [1101/3605] Completed ENPH in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:31.707635] [INFO ] [sig       ] [1102/3605] Forecasting ENS...
[2025-12-11T20:22:31.707664] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-11T20:22:31.707693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-11T20:22:31.719794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-11T20:22:31.720120] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-11T20:22:31.720902] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-11T20:22:31.720964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:31.721003] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:31.721034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:31.721091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:31.778373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:31.779088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:31.779166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:31.779197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:31.893461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:31.893625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:31.893666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:31.893694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:31.896932] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-11T20:22:31.897194] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-11T20:22:31.897310] [INFO ] [sig       ] ENS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:32.034349] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ENS.txt
[2025-12-11T20:22:32.034468] [INFO ] [sig       ] [1102/3605] Completed ENS in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:32.034505] [INFO ] [sig       ] [1103/3605] Forecasting ENSC...
[2025-12-11T20:22:32.034534] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-11T20:22:32.034562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-11T20:22:32.046531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-11T20:22:32.046926] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-11T20:22:32.047797] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-11T20:22:32.047878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:32.047918] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:32.047964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:32.048034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:32.106341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:32.107247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:32.107346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:32.107379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:32.227320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:32.227468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:32.227508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:32.227535] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:32.230838] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=91.68%)
[2025-12-11T20:22:32.231106] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-11T20:22:32.231222] [INFO ] [sig       ] ENSC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:32.371503] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ENSC.txt
[2025-12-11T20:22:32.371662] [INFO ] [sig       ] [1103/3605] Completed ENSC in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:32.371702] [INFO ] [sig       ] [1104/3605] Forecasting ENSG...
[2025-12-11T20:22:32.371730] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-11T20:22:32.371758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-11T20:22:32.384052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-11T20:22:32.384327] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-11T20:22:32.385120] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-11T20:22:32.385171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:32.385205] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:32.385232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:32.385288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:32.443052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:32.443925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:32.444007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:32.444040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:32.562720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:32.562871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:32.562910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:32.562938] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:32.566202] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-11T20:22:32.566465] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-11T20:22:32.566599] [INFO ] [sig       ] ENSG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:32.712870] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ENSG.txt
[2025-12-11T20:22:32.713072] [INFO ] [sig       ] [1104/3605] Completed ENSG in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:32.713125] [INFO ] [sig       ] [1105/3605] Forecasting ENTA...
[2025-12-11T20:22:32.713164] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-11T20:22:32.713206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-11T20:22:32.724980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-11T20:22:32.725304] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-11T20:22:32.726145] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-11T20:22:32.726201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:32.726270] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:32.726306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:32.726364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:32.788443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:32.789309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:32.789400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:32.789446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:32.917670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:32.917838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:32.917885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:32.917921] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:32.921690] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-12-11T20:22:32.921991] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-11T20:22:32.922122] [INFO ] [sig       ] ENTA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:33.083317] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ENTA.txt
[2025-12-11T20:22:33.083511] [INFO ] [sig       ] [1105/3605] Completed ENTA in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:33.083564] [INFO ] [sig       ] [1106/3605] Forecasting ENTG...
[2025-12-11T20:22:33.083622] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-11T20:22:33.083653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-11T20:22:33.097904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-11T20:22:33.098212] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-11T20:22:33.099027] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-11T20:22:33.099080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:33.099113] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:33.099140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:33.099199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:33.164640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:33.165642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:33.165725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:33.165759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:33.298024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:33.298189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:33.298238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:33.298268] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:33.301747] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-11T20:22:33.302088] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-11T20:22:33.302225] [INFO ] [sig       ] ENTG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:33.457295] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ENTG.txt
[2025-12-11T20:22:33.457432] [INFO ] [sig       ] [1106/3605] Completed ENTG in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:33.457472] [INFO ] [sig       ] [1107/3605] Forecasting ENTX...
[2025-12-11T20:22:33.457528] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-11T20:22:33.457561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-11T20:22:33.471563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-11T20:22:33.471964] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-11T20:22:33.473055] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-11T20:22:33.473108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:33.473140] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:33.473167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:33.473234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:33.538106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:33.538964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:33.539067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:33.539107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:33.655830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:33.655981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:33.656021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:33.656049] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:33.659762] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-12-11T20:22:33.660054] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-11T20:22:33.660181] [INFO ] [sig       ] ENTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:33.801963] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ENTX.txt
[2025-12-11T20:22:33.802120] [INFO ] [sig       ] [1107/3605] Completed ENTX in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:33.802161] [INFO ] [sig       ] [1108/3605] Forecasting ENVA...
[2025-12-11T20:22:33.802189] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-11T20:22:33.802219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-11T20:22:33.813777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-11T20:22:33.814066] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-11T20:22:33.814849] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-11T20:22:33.814899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:33.814930] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:33.814956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:33.815011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:33.871232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:33.872108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:33.872194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:33.872228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:33.991438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:33.991603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:33.991644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:33.991699] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:33.994947] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=45.63%)
[2025-12-11T20:22:33.995218] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-11T20:22:33.995338] [INFO ] [sig       ] ENVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:34.132903] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ENVA.txt
[2025-12-11T20:22:34.133036] [INFO ] [sig       ] [1108/3605] Completed ENVA in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:34.133077] [INFO ] [sig       ] [1109/3605] Forecasting ENVB...
[2025-12-11T20:22:34.133105] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-11T20:22:34.133134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-11T20:22:34.145484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-11T20:22:34.145830] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-11T20:22:34.146607] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-11T20:22:34.146659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:34.146692] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:34.146720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:34.146777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:34.204558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:34.205403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:34.205488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:34.205521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:34.321638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:34.321793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:34.321832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:34.321859] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:34.325121] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-11T20:22:34.325385] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-11T20:22:34.325503] [INFO ] [sig       ] ENVB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:34.462814] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ENVB.txt
[2025-12-11T20:22:34.462947] [INFO ] [sig       ] [1109/3605] Completed ENVB in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:34.462985] [INFO ] [sig       ] [1110/3605] Forecasting ENVX...
[2025-12-11T20:22:34.463017] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-11T20:22:34.463046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-11T20:22:34.476768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-11T20:22:34.477104] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-11T20:22:34.478007] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-11T20:22:34.478065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:34.478097] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:34.478124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:34.478181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:34.537162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:34.538101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:34.538183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:34.538214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:34.661406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:34.661541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:34.661611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:34.661669] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:34.664927] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-11T20:22:34.665191] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-11T20:22:34.665312] [INFO ] [sig       ] ENVX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:34.808397] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ENVX.txt
[2025-12-11T20:22:34.808558] [INFO ] [sig       ] [1110/3605] Completed ENVX in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:34.808619] [INFO ] [sig       ] [1111/3605] Forecasting EOD...
[2025-12-11T20:22:34.808649] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-11T20:22:34.808678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-11T20:22:34.819979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-11T20:22:34.820356] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-11T20:22:34.821135] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-11T20:22:34.821185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:34.821216] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:34.821242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:34.821296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:34.877678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:34.878611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:34.878693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:34.878725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:34.997194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:34.997349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:34.997389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:34.997416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:35.000702] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=60.60%)
[2025-12-11T20:22:35.000967] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-11T20:22:35.001084] [INFO ] [sig       ] EOD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:35.139886] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EOD.txt
[2025-12-11T20:22:35.140040] [INFO ] [sig       ] [1111/3605] Completed EOD in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:35.140079] [INFO ] [sig       ] [1112/3605] Forecasting EOG...
[2025-12-11T20:22:35.140108] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-11T20:22:35.140137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-11T20:22:35.151530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-11T20:22:35.151909] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-11T20:22:35.152699] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-11T20:22:35.152749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:35.152780] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:35.152806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:35.152861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:35.209390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:35.210213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:35.210453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:35.210523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:35.331599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:35.331751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:35.331791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:35.331818] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:35.335325] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-11T20:22:35.335635] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-11T20:22:35.335757] [INFO ] [sig       ] EOG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:35.476878] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EOG.txt
[2025-12-11T20:22:35.477033] [INFO ] [sig       ] [1112/3605] Completed EOG in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:35.477075] [INFO ] [sig       ] [1113/3605] Forecasting EOI...
[2025-12-11T20:22:35.477102] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-11T20:22:35.477129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-11T20:22:35.489373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-11T20:22:35.489746] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-11T20:22:35.490527] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-11T20:22:35.490594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:35.490627] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:35.490653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:35.490708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:35.551670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:35.552629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:35.552726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:35.552759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:35.674715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:35.674866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:35.674906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:35.674934] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:35.678436] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-11T20:22:35.678770] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-11T20:22:35.678898] [INFO ] [sig       ] EOI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:35.820859] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EOI.txt
[2025-12-11T20:22:35.821008] [INFO ] [sig       ] [1113/3605] Completed EOI in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:35.821047] [INFO ] [sig       ] [1114/3605] Forecasting EOLS...
[2025-12-11T20:22:35.821075] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-11T20:22:35.821104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-11T20:22:35.832654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-11T20:22:35.832915] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-11T20:22:35.833676] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-11T20:22:35.833726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:35.833757] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:35.833782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:35.833848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:35.889827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:35.890706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:35.890794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:35.890825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:36.019796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:36.019960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:36.020002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:36.020031] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:36.023855] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-11T20:22:36.024177] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-11T20:22:36.024315] [INFO ] [sig       ] EOLS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:36.176824] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EOLS.txt
[2025-12-11T20:22:36.176976] [INFO ] [sig       ] [1114/3605] Completed EOLS in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:36.177020] [INFO ] [sig       ] [1115/3605] Forecasting EOS...
[2025-12-11T20:22:36.177050] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-11T20:22:36.177079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-11T20:22:36.188828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-11T20:22:36.189199] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-11T20:22:36.189984] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-11T20:22:36.190036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:36.190068] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:36.190095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:36.190151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:36.250251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:36.251169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:36.251281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:36.251315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:36.376473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:36.376656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:36.376698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:36.376726] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:36.380190] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=69.81%)
[2025-12-11T20:22:36.380457] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-11T20:22:36.380594] [INFO ] [sig       ] EOS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:36.520335] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EOS.txt
[2025-12-11T20:22:36.520485] [INFO ] [sig       ] [1115/3605] Completed EOS in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:36.520522] [INFO ] [sig       ] [1116/3605] Forecasting EOSE...
[2025-12-11T20:22:36.520551] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-11T20:22:36.520598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-11T20:22:36.534449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-11T20:22:36.534854] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-11T20:22:36.535656] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-11T20:22:36.535719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:36.535751] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:36.535776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:36.535831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:36.593511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:36.594358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:36.594439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:36.594472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:36.711776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:36.711939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:36.711983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:36.712012] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:36.715440] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-12-11T20:22:36.715737] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-11T20:22:36.715864] [INFO ] [sig       ] EOSE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:36.853028] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EOSE.txt
[2025-12-11T20:22:36.853202] [INFO ] [sig       ] [1116/3605] Completed EOSE in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-11T20:22:36.853241] [INFO ] [sig       ] [1117/3605] Forecasting EPAC...
[2025-12-11T20:22:36.853269] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-11T20:22:36.853297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-11T20:22:36.865634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-11T20:22:36.865957] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-11T20:22:36.866728] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-11T20:22:36.866782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:36.866813] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:36.866839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:36.866894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:36.925234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:36.926124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:36.926206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:36.926240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:37.051512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:37.051789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:37.051829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:37.051856] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:37.055281] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-11T20:22:37.055608] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-11T20:22:37.055746] [INFO ] [sig       ] EPAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:37.200334] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EPAC.txt
[2025-12-11T20:22:37.200497] [INFO ] [sig       ] [1117/3605] Completed EPAC in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-11T20:22:37.200536] [INFO ] [sig       ] [1118/3605] Forecasting EPAM...
[2025-12-11T20:22:37.200565] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-11T20:22:37.200616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-11T20:22:37.213276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-11T20:22:37.213632] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-11T20:22:37.214437] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-11T20:22:37.214487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:37.214518] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:37.214543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:37.214624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:37.271792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:37.272671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:37.272755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:37.272788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:37.395343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:37.395497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:37.395537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:37.395566] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:37.398945] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-11T20:22:37.399229] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-11T20:22:37.399356] [INFO ] [sig       ] EPAM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:37.543030] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EPAM.txt
[2025-12-11T20:22:37.543192] [INFO ] [sig       ] [1118/3605] Completed EPAM in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:37.543231] [INFO ] [sig       ] [1119/3605] Forecasting EPC...
[2025-12-11T20:22:37.543262] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-11T20:22:37.543291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-11T20:22:37.554695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-11T20:22:37.554999] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-11T20:22:37.555790] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-11T20:22:37.555841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:37.555873] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:37.555900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:37.555957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:37.612866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:37.613592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:37.613670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:37.613704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:37.736594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:37.736784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:37.736831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:37.736862] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:37.740841] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-11T20:22:37.741134] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-11T20:22:37.741261] [INFO ] [sig       ] EPC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:37.885676] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EPC.txt
[2025-12-11T20:22:37.885837] [INFO ] [sig       ] [1119/3605] Completed EPC in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:37.885878] [INFO ] [sig       ] [1120/3605] Forecasting EPD...
[2025-12-11T20:22:37.885906] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-11T20:22:37.885935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-11T20:22:37.897397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-11T20:22:37.897709] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-11T20:22:37.898504] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-11T20:22:37.898557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:37.898613] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:37.898643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:37.898702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:37.957068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:37.958099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:37.958197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:37.958232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:38.084237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:38.084390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:38.084431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:38.084460] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:38.087873] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-11T20:22:38.088159] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-11T20:22:38.088290] [INFO ] [sig       ] EPD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:38.235867] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EPD.txt
[2025-12-11T20:22:38.236024] [INFO ] [sig       ] [1120/3605] Completed EPD in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:38.236063] [INFO ] [sig       ] [1121/3605] Forecasting EPSN...
[2025-12-11T20:22:38.236091] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-11T20:22:38.236119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-11T20:22:38.248903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-11T20:22:38.249263] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-11T20:22:38.250247] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-11T20:22:38.250299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:38.250330] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:38.250355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:38.250409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:38.306857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:38.307742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:38.307856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:38.307892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:38.436144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:38.436320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:38.436360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:38.436388] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:38.440326] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2025-12-11T20:22:38.440623] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-11T20:22:38.440744] [INFO ] [sig       ] EPSN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:38.580038] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EPSN.txt
[2025-12-11T20:22:38.580188] [INFO ] [sig       ] [1121/3605] Completed EPSN in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:38.580225] [INFO ] [sig       ] [1122/3605] Forecasting EQBK...
[2025-12-11T20:22:38.580254] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-11T20:22:38.580468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-11T20:22:38.592210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-11T20:22:38.592607] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-11T20:22:38.593373] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-11T20:22:38.593423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:38.593480] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:38.593506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:38.593561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:38.649452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:38.650283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:38.650365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:38.650397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:38.768001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:38.768179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:38.768219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:38.768247] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:38.771544] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=73.25%)
[2025-12-11T20:22:38.771833] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-11T20:22:38.771958] [INFO ] [sig       ] EQBK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:38.911482] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EQBK.txt
[2025-12-11T20:22:38.911642] [INFO ] [sig       ] [1122/3605] Completed EQBK in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:38.911683] [INFO ] [sig       ] [1123/3605] Forecasting EQH...
[2025-12-11T20:22:38.911713] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-11T20:22:38.911741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-11T20:22:38.922865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-11T20:22:38.923140] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-11T20:22:38.923902] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-11T20:22:38.923952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:38.923983] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:38.924009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:38.924064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:38.980763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:38.981662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:38.981742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:38.981774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:39.100620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:39.100783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:39.100823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:39.100850] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:39.104090] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-11T20:22:39.104350] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-11T20:22:39.104466] [INFO ] [sig       ] EQH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:39.249157] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EQH.txt
[2025-12-11T20:22:39.249317] [INFO ] [sig       ] [1123/3605] Completed EQH in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:39.249356] [INFO ] [sig       ] [1124/3605] Forecasting EQIX...
[2025-12-11T20:22:39.249386] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-11T20:22:39.249416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-11T20:22:39.260889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-11T20:22:39.261173] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-11T20:22:39.261959] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-11T20:22:39.262011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:39.262044] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:39.262070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:39.262127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:39.317997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:39.318620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:39.318695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:39.318726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:39.443253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:39.443405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:39.443443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:39.443470] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:39.446752] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-11T20:22:39.447015] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-11T20:22:39.447133] [INFO ] [sig       ] EQIX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:39.583806] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EQIX.txt
[2025-12-11T20:22:39.583957] [INFO ] [sig       ] [1124/3605] Completed EQIX in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:39.583996] [INFO ] [sig       ] [1125/3605] Forecasting ERAS...
[2025-12-11T20:22:39.584025] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-11T20:22:39.584054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-11T20:22:39.595453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-11T20:22:39.595821] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-11T20:22:39.596564] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-11T20:22:39.596635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:39.596666] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:39.596691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:39.596746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:39.652469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:39.653363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:39.653445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:39.653476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:39.770926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:39.771096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:39.771147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:39.771208] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:39.774639] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-11T20:22:39.774915] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-11T20:22:39.775032] [INFO ] [sig       ] ERAS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:39.923238] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ERAS.txt
[2025-12-11T20:22:39.923437] [INFO ] [sig       ] [1125/3605] Completed ERAS in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:39.923490] [INFO ] [sig       ] [1126/3605] Forecasting ERIC...
[2025-12-11T20:22:39.923524] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-11T20:22:39.923561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-11T20:22:39.935424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-11T20:22:39.935780] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-11T20:22:39.936547] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-11T20:22:39.936614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:39.936646] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:39.936671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:39.936726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:39.993659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:39.994537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:39.994637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:39.994669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:40.123111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:40.123261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:40.123300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:40.123327] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:40.126936] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-12-11T20:22:40.127204] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-11T20:22:40.127323] [INFO ] [sig       ] ERIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:40.276770] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ERIC.txt
[2025-12-11T20:22:40.276928] [INFO ] [sig       ] [1126/3605] Completed ERIC in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:40.276967] [INFO ] [sig       ] [1127/3605] Forecasting ERIE...
[2025-12-11T20:22:40.276998] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-11T20:22:40.277030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-11T20:22:40.288375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-11T20:22:40.288730] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-11T20:22:40.289510] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-11T20:22:40.289562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:40.289625] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:40.289653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:40.289710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:40.345873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:40.346765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:40.346848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:40.346881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:40.465622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:40.465775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:40.465815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:40.465844] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:40.469321] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-12-11T20:22:40.469617] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-11T20:22:40.469742] [INFO ] [sig       ] ERIE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:40.621046] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ERIE.txt
[2025-12-11T20:22:40.621183] [INFO ] [sig       ] [1127/3605] Completed ERIE in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:40.621221] [INFO ] [sig       ] [1128/3605] Forecasting ERII...
[2025-12-11T20:22:40.621250] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-11T20:22:40.621279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-11T20:22:40.632705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-11T20:22:40.633002] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-11T20:22:40.633788] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-11T20:22:40.633839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:40.633870] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:40.633895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:40.633950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:40.691394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:40.692143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:40.692221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:40.692253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:40.811672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:40.811820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:40.811857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:40.811884] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:40.815147] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=66.01%)
[2025-12-11T20:22:40.815412] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-11T20:22:40.815528] [INFO ] [sig       ] ERII: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:40.955253] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ERII.txt
[2025-12-11T20:22:40.955381] [INFO ] [sig       ] [1128/3605] Completed ERII in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:40.955419] [INFO ] [sig       ] [1129/3605] Forecasting ERNA...
[2025-12-11T20:22:40.955447] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-11T20:22:40.955475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-11T20:22:40.966746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-11T20:22:40.967077] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-11T20:22:40.967881] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-11T20:22:40.967939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:40.967971] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:40.967998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:40.968054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:41.024658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:41.025313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:41.025390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:41.025422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:41.161647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:41.161794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:41.161833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:41.161860] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:41.165175] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2025-12-11T20:22:41.165446] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-11T20:22:41.165563] [INFO ] [sig       ] ERNA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:41.303809] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ERNA.txt
[2025-12-11T20:22:41.303941] [INFO ] [sig       ] [1129/3605] Completed ERNA in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:41.303980] [INFO ] [sig       ] [1130/3605] Forecasting ERO...
[2025-12-11T20:22:41.304008] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-11T20:22:41.304037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-11T20:22:41.314988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-11T20:22:41.315268] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-11T20:22:41.316036] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-11T20:22:41.316086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:41.316117] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:41.316146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:41.316202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:41.378162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:41.379334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:41.379448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:41.379493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:41.505761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:41.505930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:41.505972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:41.506000] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:41.509459] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-11T20:22:41.509796] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-11T20:22:41.509925] [INFO ] [sig       ] ERO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:41.647227] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ERO.txt
[2025-12-11T20:22:41.647379] [INFO ] [sig       ] [1130/3605] Completed ERO in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:41.647425] [INFO ] [sig       ] [1131/3605] Forecasting ES...
[2025-12-11T20:22:41.647454] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-11T20:22:41.647483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-11T20:22:41.659211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-11T20:22:41.659608] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-11T20:22:41.660421] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-11T20:22:41.660472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:41.660502] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:41.660528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:41.660601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:41.717427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:41.718402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:41.718486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:41.718518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:41.836340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:41.836496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:41.836537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:41.836564] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:41.839954] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-12-11T20:22:41.840237] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-11T20:22:41.840362] [INFO ] [sig       ] ES: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:41.981066] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ES.txt
[2025-12-11T20:22:41.981214] [INFO ] [sig       ] [1131/3605] Completed ES in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:41.981254] [INFO ] [sig       ] [1132/3605] Forecasting ESAB...
[2025-12-11T20:22:41.981282] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-11T20:22:41.981311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-11T20:22:41.992983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-11T20:22:41.993314] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-11T20:22:41.994091] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-11T20:22:41.994145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:41.994178] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:41.994205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:41.994260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:42.054588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:42.055418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:42.055532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:42.055565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:42.185706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:42.185881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:42.185927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:42.185955] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:42.190219] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=14.12%)
[2025-12-11T20:22:42.190485] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-11T20:22:42.190641] [INFO ] [sig       ] ESAB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:42.337534] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ESAB.txt
[2025-12-11T20:22:42.337702] [INFO ] [sig       ] [1132/3605] Completed ESAB in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:42.337742] [INFO ] [sig       ] [1133/3605] Forecasting ESCA...
[2025-12-11T20:22:42.337770] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-11T20:22:42.337800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-11T20:22:42.351323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-11T20:22:42.351700] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-11T20:22:42.352463] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-11T20:22:42.352514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:42.352545] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:42.352622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:42.352694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:42.410247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:42.411133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:42.411218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:42.411249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:42.527303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:42.527668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:42.527711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:42.527739] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:42.531414] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2025-12-11T20:22:42.531793] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-11T20:22:42.531929] [INFO ] [sig       ] ESCA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:42.683167] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ESCA.txt
[2025-12-11T20:22:42.683319] [INFO ] [sig       ] [1133/3605] Completed ESCA in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-11T20:22:42.683359] [INFO ] [sig       ] [1134/3605] Forecasting ESE...
[2025-12-11T20:22:42.683387] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-11T20:22:42.683415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-11T20:22:42.695506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-11T20:22:42.695919] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-11T20:22:42.696772] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-11T20:22:42.696826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:42.696857] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:42.696883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:42.696938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:42.757111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:42.758262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:42.758538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:42.758570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:42.883647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:42.883817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:42.883893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:42.883925] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:42.887365] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-11T20:22:42.887668] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-11T20:22:42.887794] [INFO ] [sig       ] ESE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:43.031429] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ESE.txt
[2025-12-11T20:22:43.031618] [INFO ] [sig       ] [1134/3605] Completed ESE in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-11T20:22:43.031659] [INFO ] [sig       ] [1135/3605] Forecasting ESEA...
[2025-12-11T20:22:43.031708] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-11T20:22:43.031737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-11T20:22:43.043697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-11T20:22:43.044080] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-11T20:22:43.044889] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-11T20:22:43.044941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:43.044973] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:43.044998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:43.045054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:43.101457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:43.102315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:43.102394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:43.102426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:43.230021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:43.230176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:43.230215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:43.230243] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:43.233596] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=81.23%)
[2025-12-11T20:22:43.233894] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-11T20:22:43.234022] [INFO ] [sig       ] ESEA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:43.373833] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ESEA.txt
[2025-12-11T20:22:43.373992] [INFO ] [sig       ] [1135/3605] Completed ESEA in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-11T20:22:43.374032] [INFO ] [sig       ] [1136/3605] Forecasting ESGD...
[2025-12-11T20:22:43.374066] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-11T20:22:43.374095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-11T20:22:43.385303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-11T20:22:43.385612] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-11T20:22:43.386392] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-11T20:22:43.386444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:43.386477] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:43.386504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:43.386560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:43.446965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:43.447924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:43.448082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:43.448130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:43.577362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:43.577518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:43.577557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:43.577606] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:43.581083] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=24.40%)
[2025-12-11T20:22:43.581403] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-11T20:22:43.581541] [INFO ] [sig       ] ESGD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:43.731098] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ESGD.txt
[2025-12-11T20:22:43.731262] [INFO ] [sig       ] [1136/3605] Completed ESGD in 0.4s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:43.731302] [INFO ] [sig       ] [1137/3605] Forecasting ESGE...
[2025-12-11T20:22:43.731342] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-11T20:22:43.731378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-11T20:22:43.743459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-11T20:22:43.743850] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-11T20:22:43.744843] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-11T20:22:43.744893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:43.744924] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:43.744950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:43.745004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:43.806032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:43.807073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:43.807154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:43.807188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:43.929598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:43.929747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:43.929788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:43.929816] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:43.933220] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=46.29%)
[2025-12-11T20:22:43.933497] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-11T20:22:43.933639] [INFO ] [sig       ] ESGE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:44.071517] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ESGE.txt
[2025-12-11T20:22:44.071677] [INFO ] [sig       ] [1137/3605] Completed ESGE in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:44.071736] [INFO ] [sig       ] [1138/3605] Forecasting ESI...
[2025-12-11T20:22:44.071766] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-11T20:22:44.071795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-11T20:22:44.083509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-11T20:22:44.083819] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-11T20:22:44.084611] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-11T20:22:44.084663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:44.084708] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:44.084736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:44.084792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:44.142616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:44.143275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:44.143354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:44.143386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:44.260564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:44.260732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:44.260773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:44.260802] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:44.264183] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-11T20:22:44.264613] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-11T20:22:44.264737] [INFO ] [sig       ] ESI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:44.403325] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ESI.txt
[2025-12-11T20:22:44.403464] [INFO ] [sig       ] [1138/3605] Completed ESI in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:44.403502] [INFO ] [sig       ] [1139/3605] Forecasting ESOA...
[2025-12-11T20:22:44.403532] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-11T20:22:44.403561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-11T20:22:44.416122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-11T20:22:44.416543] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-11T20:22:44.417375] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-11T20:22:44.417428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:44.417489] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:44.417517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:44.417588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:44.475226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:44.476125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:44.476209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:44.476243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:44.599107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:44.599263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:44.599306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:44.599336] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:44.603219] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-11T20:22:44.603510] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-11T20:22:44.603656] [INFO ] [sig       ] ESOA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:44.744860] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ESOA.txt
[2025-12-11T20:22:44.744991] [INFO ] [sig       ] [1139/3605] Completed ESOA in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:44.745030] [INFO ] [sig       ] [1140/3605] Forecasting ESPO...
[2025-12-11T20:22:44.745060] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-11T20:22:44.745089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-11T20:22:44.756351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-11T20:22:44.756676] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-11T20:22:44.757440] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-11T20:22:44.757490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:44.757522] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:44.757549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:44.757632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:44.815678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:44.816354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:44.816433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:44.816466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:44.942777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:44.942919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:44.942961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:44.943002] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:44.946778] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-12-11T20:22:44.947050] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-11T20:22:44.947173] [INFO ] [sig       ] ESPO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:45.088371] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ESPO.txt
[2025-12-11T20:22:45.088515] [INFO ] [sig       ] [1140/3605] Completed ESPO in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:45.088555] [INFO ] [sig       ] [1141/3605] Forecasting ESQ...
[2025-12-11T20:22:45.088609] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-11T20:22:45.088643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-11T20:22:45.100406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-11T20:22:45.100695] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-11T20:22:45.101440] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-11T20:22:45.101491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:45.101522] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:45.101548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:45.101620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:45.158177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:45.158946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:45.159025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:45.159055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:45.272597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:45.272740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:45.272778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:45.272806] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:45.276146] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-11T20:22:45.276412] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-11T20:22:45.276527] [INFO ] [sig       ] ESQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:45.430090] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ESQ.txt
[2025-12-11T20:22:45.430219] [INFO ] [sig       ] [1141/3605] Completed ESQ in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:45.430257] [INFO ] [sig       ] [1142/3605] Forecasting ESTA...
[2025-12-11T20:22:45.430295] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-11T20:22:45.430326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-11T20:22:45.441121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-11T20:22:45.441385] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-11T20:22:45.442150] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-11T20:22:45.442200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:45.442230] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:45.442255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:45.442314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:45.498077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:45.498701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:45.498782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:45.498813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:45.616422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:45.616557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:45.616612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:45.616667] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:45.619931] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-11T20:22:45.620194] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-11T20:22:45.620313] [INFO ] [sig       ] ESTA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:45.757082] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ESTA.txt
[2025-12-11T20:22:45.757201] [INFO ] [sig       ] [1142/3605] Completed ESTA in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:45.757240] [INFO ] [sig       ] [1143/3605] Forecasting ESTC...
[2025-12-11T20:22:45.757272] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-11T20:22:45.757300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-11T20:22:45.768750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-11T20:22:45.769026] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-11T20:22:45.769791] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-11T20:22:45.769841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:45.769872] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:45.769898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:45.769952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:45.825894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:45.826685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:45.826764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:45.826795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:45.946457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:45.946600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:45.946638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:45.946665] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:45.949885] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-12-11T20:22:45.950146] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-11T20:22:45.950265] [INFO ] [sig       ] ESTC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:46.085918] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ESTC.txt
[2025-12-11T20:22:46.086038] [INFO ] [sig       ] [1143/3605] Completed ESTC in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:46.086075] [INFO ] [sig       ] [1144/3605] Forecasting ETB...
[2025-12-11T20:22:46.086104] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-11T20:22:46.086132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-11T20:22:46.096930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-11T20:22:46.097204] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-11T20:22:46.098010] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-11T20:22:46.098061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:46.098092] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:46.098117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:46.098173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:46.154164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:46.154813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:46.154890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:46.154920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:46.267972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:46.268120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:46.268159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:46.268187] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:46.271439] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-12-11T20:22:46.271724] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-11T20:22:46.271843] [INFO ] [sig       ] ETB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:46.412014] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ETB.txt
[2025-12-11T20:22:46.412166] [INFO ] [sig       ] [1144/3605] Completed ETB in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:46.412204] [INFO ] [sig       ] [1145/3605] Forecasting ETD...
[2025-12-11T20:22:46.412234] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-11T20:22:46.412263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-11T20:22:46.423222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-11T20:22:46.423585] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-11T20:22:46.424347] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-11T20:22:46.424397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:46.424427] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:46.424451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:46.424505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:46.480526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:46.481371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:46.481453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:46.481485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:46.601403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:46.601556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:46.601613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:46.601656] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:46.605156] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=59.39%)
[2025-12-11T20:22:46.605646] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-11T20:22:46.605769] [INFO ] [sig       ] ETD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:46.749077] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ETD.txt
[2025-12-11T20:22:46.749229] [INFO ] [sig       ] [1145/3605] Completed ETD in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:46.749266] [INFO ] [sig       ] [1146/3605] Forecasting ETG...
[2025-12-11T20:22:46.749295] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-11T20:22:46.749324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-11T20:22:46.761387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-11T20:22:46.761675] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-11T20:22:46.762419] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-11T20:22:46.762469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:46.762500] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:46.762526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:46.762604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:46.820153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:46.820801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:46.820877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:46.820908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:46.941934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:46.942075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:46.942115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:46.942143] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:46.945386] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-11T20:22:46.945669] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-11T20:22:46.945788] [INFO ] [sig       ] ETG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:47.084277] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ETG.txt
[2025-12-11T20:22:47.084389] [INFO ] [sig       ] [1146/3605] Completed ETG in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:47.084426] [INFO ] [sig       ] [1147/3605] Forecasting ETHA...
[2025-12-11T20:22:47.084455] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-11T20:22:47.084483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-11T20:22:47.095916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-11T20:22:47.096189] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-11T20:22:47.096952] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-11T20:22:47.097002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:47.097032] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:47.097058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:47.097113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:47.153969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:47.154550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:47.154640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:47.154672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:47.271708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:47.271839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:47.271879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:47.271905] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:47.275471] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-11T20:22:47.275748] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-11T20:22:47.275866] [INFO ] [sig       ] ETHA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:47.417991] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ETHA.txt
[2025-12-11T20:22:47.418139] [INFO ] [sig       ] [1147/3605] Completed ETHA in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:47.418177] [INFO ] [sig       ] [1148/3605] Forecasting ETJ...
[2025-12-11T20:22:47.418204] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-11T20:22:47.418234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-11T20:22:47.431140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-11T20:22:47.431472] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-11T20:22:47.432248] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-11T20:22:47.432298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:47.432329] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:47.432354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:47.432408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:47.492383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:47.493203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:47.493281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:47.493311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:47.618260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:47.618436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:47.618692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:47.618732] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:47.623417] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=60.44%)
[2025-12-11T20:22:47.623760] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-11T20:22:47.623935] [INFO ] [sig       ] ETJ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:47.784385] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ETJ.txt
[2025-12-11T20:22:47.784609] [INFO ] [sig       ] [1148/3605] Completed ETJ in 0.4s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:47.784669] [INFO ] [sig       ] [1149/3605] Forecasting ETN...
[2025-12-11T20:22:47.784715] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-11T20:22:47.784756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-11T20:22:47.798781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-11T20:22:47.799124] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-11T20:22:47.799911] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-11T20:22:47.799962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:47.799992] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:47.800020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:47.800086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:47.858769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:47.859648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:47.859763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:47.859804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:47.998926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:47.999081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:47.999123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:47.999152] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:48.002915] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-11T20:22:48.003370] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-11T20:22:48.003806] [INFO ] [sig       ] ETN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:48.165308] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ETN.txt
[2025-12-11T20:22:48.165468] [INFO ] [sig       ] [1149/3605] Completed ETN in 0.4s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:48.165508] [INFO ] [sig       ] [1150/3605] Forecasting ETO...
[2025-12-11T20:22:48.165540] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-11T20:22:48.165597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-11T20:22:48.178522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-11T20:22:48.178950] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-11T20:22:48.179940] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-11T20:22:48.179995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:48.180036] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:48.180068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:48.180127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:48.266093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:48.267256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:48.267372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:48.267425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:48.383287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:48.383438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:48.383478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:48.383506] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:48.386821] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=75.68%)
[2025-12-11T20:22:48.387099] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-11T20:22:48.387223] [INFO ] [sig       ] ETO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:48.527871] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ETO.txt
[2025-12-11T20:22:48.528007] [INFO ] [sig       ] [1150/3605] Completed ETO in 0.4s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:48.528046] [INFO ] [sig       ] [1151/3605] Forecasting ETON...
[2025-12-11T20:22:48.528075] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-11T20:22:48.528103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-11T20:22:48.539328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-11T20:22:48.539620] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-11T20:22:48.540366] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-11T20:22:48.540426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:48.540458] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:48.540485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:48.540541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:48.596350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:48.597007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:48.597083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:48.597115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:48.712077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:48.712226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:48.712265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:48.712293] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:48.715740] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=27.08%)
[2025-12-11T20:22:48.716007] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-11T20:22:48.716128] [INFO ] [sig       ] ETON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:48.860305] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ETON.txt
[2025-12-11T20:22:48.860462] [INFO ] [sig       ] [1151/3605] Completed ETON in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-11T20:22:48.860501] [INFO ] [sig       ] [1152/3605] Forecasting ETSY...
[2025-12-11T20:22:48.860537] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-11T20:22:48.860567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-11T20:22:48.871794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-11T20:22:48.872161] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-11T20:22:48.872976] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-11T20:22:48.873028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:48.873060] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:48.873085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:48.873141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:48.933079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:48.934147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:48.934231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:48.934265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:49.064537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:49.064711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:49.064757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:49.064788] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:49.068375] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-11T20:22:49.068701] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-11T20:22:49.068836] [INFO ] [sig       ] ETSY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:49.211263] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ETSY.txt
[2025-12-11T20:22:49.211464] [INFO ] [sig       ] [1152/3605] Completed ETSY in 0.4s | 2.93 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-11T20:22:49.211512] [INFO ] [sig       ] [1153/3605] Forecasting ETY...
[2025-12-11T20:22:49.211554] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-11T20:22:49.211610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-11T20:22:49.223539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-11T20:22:49.223923] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-11T20:22:49.224763] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-11T20:22:49.224816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:49.224848] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:49.224881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:49.224946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:49.284525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:49.285396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:49.285481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:49.285515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:49.404645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:49.404798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:49.404838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:49.404867] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:49.408390] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-12-11T20:22:49.409260] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-11T20:22:49.409398] [INFO ] [sig       ] ETY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:49.549016] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ETY.txt
[2025-12-11T20:22:49.549147] [INFO ] [sig       ] [1153/3605] Completed ETY in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-11T20:22:49.549186] [INFO ] [sig       ] [1154/3605] Forecasting EUFN...
[2025-12-11T20:22:49.549216] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-11T20:22:49.549245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-11T20:22:49.560313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-11T20:22:49.560604] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-11T20:22:49.561364] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-11T20:22:49.561416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:49.561449] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:49.561476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:49.561533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:49.620957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:49.621828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:49.621907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:49.621940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:49.744397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:49.744534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:49.744588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:49.744618] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:49.747869] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-11T20:22:49.748145] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-11T20:22:49.748265] [INFO ] [sig       ] EUFN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:49.887684] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EUFN.txt
[2025-12-11T20:22:49.887842] [INFO ] [sig       ] [1154/3605] Completed EUFN in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:49.887887] [INFO ] [sig       ] [1155/3605] Forecasting EVAX...
[2025-12-11T20:22:49.887917] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-11T20:22:49.887947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-11T20:22:49.899219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-11T20:22:49.899621] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-11T20:22:49.900383] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-11T20:22:49.900437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:49.900468] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:49.900494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:49.900549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:49.957294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:49.958117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:49.958201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:49.958234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:50.080939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:50.081084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:50.081122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:50.081150] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:50.085000] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-12-11T20:22:50.085263] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-11T20:22:50.085383] [INFO ] [sig       ] EVAX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:50.225497] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EVAX.txt
[2025-12-11T20:22:50.225647] [INFO ] [sig       ] [1155/3605] Completed EVAX in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:50.225687] [INFO ] [sig       ] [1156/3605] Forecasting EVC...
[2025-12-11T20:22:50.225715] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-11T20:22:50.225744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-11T20:22:50.237213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-11T20:22:50.237526] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-11T20:22:50.238363] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-11T20:22:50.238414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:50.238479] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:50.238517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:50.238612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:50.296272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:50.296988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:50.297067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:50.297100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:50.417671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:50.417841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:50.417891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:50.417921] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:50.421291] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-11T20:22:50.421597] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-11T20:22:50.421724] [INFO ] [sig       ] EVC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:50.560016] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EVC.txt
[2025-12-11T20:22:50.560148] [INFO ] [sig       ] [1156/3605] Completed EVC in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:50.560185] [INFO ] [sig       ] [1157/3605] Forecasting EVCM...
[2025-12-11T20:22:50.560214] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-11T20:22:50.560242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-11T20:22:50.571714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-11T20:22:50.572007] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-11T20:22:50.572798] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-11T20:22:50.572849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:50.572879] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:50.572905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:50.572960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:50.629983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:50.630823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:50.630899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:50.630930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:50.747186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:50.747328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:50.747366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:50.747393] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:50.750677] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-12-11T20:22:50.750946] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-11T20:22:50.751063] [INFO ] [sig       ] EVCM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:50.891240] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EVCM.txt
[2025-12-11T20:22:50.891373] [INFO ] [sig       ] [1157/3605] Completed EVCM in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:50.891411] [INFO ] [sig       ] [1158/3605] Forecasting EVEX...
[2025-12-11T20:22:50.891440] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-11T20:22:50.891469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-11T20:22:50.903685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-11T20:22:50.904010] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-11T20:22:50.905017] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-11T20:22:50.905068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:50.905100] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:50.905126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:50.905182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:50.963136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:50.963891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:50.963970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:50.964001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:51.080347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:51.080514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:51.080553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:51.080597] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:51.083846] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-12-11T20:22:51.084111] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-11T20:22:51.084228] [INFO ] [sig       ] EVEX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:51.220253] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EVEX.txt
[2025-12-11T20:22:51.220392] [INFO ] [sig       ] [1158/3605] Completed EVEX in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:51.220430] [INFO ] [sig       ] [1159/3605] Forecasting EVF...
[2025-12-11T20:22:51.220459] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-11T20:22:51.220488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-11T20:22:51.232049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-11T20:22:51.232440] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-11T20:22:51.233259] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-11T20:22:51.233310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:51.233340] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:51.233365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:51.233425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:51.289997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:51.290790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:51.290870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:51.290901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:51.404451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:51.404615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:51.404656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:51.404723] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:51.408119] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-11T20:22:51.408384] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-11T20:22:51.408504] [INFO ] [sig       ] EVF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:51.547441] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EVF.txt
[2025-12-11T20:22:51.547565] [INFO ] [sig       ] [1159/3605] Completed EVF in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:51.547619] [INFO ] [sig       ] [1160/3605] Forecasting EVG...
[2025-12-11T20:22:51.547648] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-11T20:22:51.547676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-11T20:22:51.560033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-11T20:22:51.560468] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-11T20:22:51.561270] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-11T20:22:51.561321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:51.561351] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:51.561376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:51.561432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:51.620111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:51.620954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:51.621041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:51.621074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:51.733541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:51.733708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:51.733747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:51.733775] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:51.737167] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-11T20:22:51.737441] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-11T20:22:51.737563] [INFO ] [sig       ] EVG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:51.878979] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EVG.txt
[2025-12-11T20:22:51.879128] [INFO ] [sig       ] [1160/3605] Completed EVG in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:51.879166] [INFO ] [sig       ] [1161/3605] Forecasting EVGN...
[2025-12-11T20:22:51.879197] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-11T20:22:51.879227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-11T20:22:51.890717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-11T20:22:51.891103] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-11T20:22:51.891905] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-11T20:22:51.891957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:51.891989] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:51.892016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:51.892073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:51.949008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:51.949711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:51.949790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:51.949822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:52.074527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:52.074701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:52.074746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:52.074776] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:52.078121] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=70.03%)
[2025-12-11T20:22:52.078407] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-11T20:22:52.078537] [INFO ] [sig       ] EVGN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:52.217839] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EVGN.txt
[2025-12-11T20:22:52.217981] [INFO ] [sig       ] [1161/3605] Completed EVGN in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:52.218020] [INFO ] [sig       ] [1162/3605] Forecasting EVGO...
[2025-12-11T20:22:52.218051] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-11T20:22:52.218082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-11T20:22:52.229186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-11T20:22:52.229501] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-11T20:22:52.230302] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-11T20:22:52.230355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:52.230399] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:52.230428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:52.230485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:52.287849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:52.288737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:52.288821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:52.288855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:52.408787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:52.408934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:52.408974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:52.409002] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:52.412281] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=42.34%)
[2025-12-11T20:22:52.412546] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-11T20:22:52.412687] [INFO ] [sig       ] EVGO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:52.551108] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EVGO.txt
[2025-12-11T20:22:52.551238] [INFO ] [sig       ] [1162/3605] Completed EVGO in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:52.551276] [INFO ] [sig       ] [1163/3605] Forecasting EVH...
[2025-12-11T20:22:52.551306] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-11T20:22:52.551335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-11T20:22:52.562230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-11T20:22:52.562529] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-11T20:22:52.563300] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-11T20:22:52.563351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:52.563383] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:52.563410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:52.563466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:52.619421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:52.620188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:52.620270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:52.620303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:52.735846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:52.735992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:52.736030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:52.736058] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:52.739325] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-12-11T20:22:52.739604] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-11T20:22:52.739725] [INFO ] [sig       ] EVH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:52.878073] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EVH.txt
[2025-12-11T20:22:52.878213] [INFO ] [sig       ] [1163/3605] Completed EVH in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:52.878251] [INFO ] [sig       ] [1164/3605] Forecasting EVN...
[2025-12-11T20:22:52.878280] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-11T20:22:52.878308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-11T20:22:52.891047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-11T20:22:52.891367] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-11T20:22:52.892175] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-11T20:22:52.892227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:52.892257] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:52.892283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:52.892339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:52.951928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:52.952770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:52.952853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:52.952885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:53.068064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:53.068199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:53.068238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:53.068265] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:53.071534] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=86.59%)
[2025-12-11T20:22:53.071817] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-11T20:22:53.071935] [INFO ] [sig       ] EVN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:53.207994] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EVN.txt
[2025-12-11T20:22:53.208121] [INFO ] [sig       ] [1164/3605] Completed EVN in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:53.208158] [INFO ] [sig       ] [1165/3605] Forecasting EVO...
[2025-12-11T20:22:53.208186] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-11T20:22:53.208216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-11T20:22:53.219444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-11T20:22:53.219835] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-11T20:22:53.220655] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-11T20:22:53.220706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:53.220736] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:53.220762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:53.220817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:53.280044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:53.280998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:53.281079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:53.281111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:53.403458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:53.403620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:53.403660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:53.403687] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:53.406948] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=78.42%)
[2025-12-11T20:22:53.407212] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-11T20:22:53.407333] [INFO ] [sig       ] EVO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:53.546287] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EVO.txt
[2025-12-11T20:22:53.546411] [INFO ] [sig       ] [1165/3605] Completed EVO in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:53.546454] [INFO ] [sig       ] [1166/3605] Forecasting EVOK...
[2025-12-11T20:22:53.546484] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-11T20:22:53.546512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-11T20:22:53.557746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-11T20:22:53.558100] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-11T20:22:53.558877] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-11T20:22:53.558927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:53.558958] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:53.558985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:53.559040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:53.616197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:53.616916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:53.617024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:53.617056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:53.725817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:53.725964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:53.726003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:53.726030] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:53.729332] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-11T20:22:53.729630] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-11T20:22:53.729753] [INFO ] [sig       ] EVOK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:53.871749] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EVOK.txt
[2025-12-11T20:22:53.871884] [INFO ] [sig       ] [1166/3605] Completed EVOK in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:53.871922] [INFO ] [sig       ] [1167/3605] Forecasting EVRG...
[2025-12-11T20:22:53.871951] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-11T20:22:53.871981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-11T20:22:53.882597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-11T20:22:53.882864] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-11T20:22:53.883666] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-11T20:22:53.883717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:53.883748] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:53.883774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:53.883829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:53.939814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:53.940444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:53.940521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:53.940553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:54.058992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:54.059130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:54.059169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:54.059196] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:54.062466] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=54.83%)
[2025-12-11T20:22:54.062754] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-11T20:22:54.062890] [INFO ] [sig       ] EVRG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:54.199330] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EVRG.txt
[2025-12-11T20:22:54.199456] [INFO ] [sig       ] [1167/3605] Completed EVRG in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:54.199494] [INFO ] [sig       ] [1168/3605] Forecasting EVSD...
[2025-12-11T20:22:54.199522] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-11T20:22:54.199551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-11T20:22:54.211521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-11T20:22:54.211881] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-11T20:22:54.212679] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-11T20:22:54.212731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:54.212764] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:54.212791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:54.212848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:54.272260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:54.273251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:54.273346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:54.273379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:54.390040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:54.390185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:54.390226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:54.390256] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:54.393688] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-12-11T20:22:54.393966] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-11T20:22:54.394090] [INFO ] [sig       ] EVSD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:54.532602] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EVSD.txt
[2025-12-11T20:22:54.532731] [INFO ] [sig       ] [1168/3605] Completed EVSD in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:54.532768] [INFO ] [sig       ] [1169/3605] Forecasting EVTC...
[2025-12-11T20:22:54.532797] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-11T20:22:54.532825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-11T20:22:54.544435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-11T20:22:54.544939] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-11T20:22:54.545748] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-11T20:22:54.545799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:54.545831] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:54.545857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:54.545912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:54.603984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:54.604716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:54.604796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:54.604827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:54.732796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:54.732933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:54.732972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:54.733014] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:54.736479] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-11T20:22:54.736773] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-11T20:22:54.736904] [INFO ] [sig       ] EVTC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:54.878498] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EVTC.txt
[2025-12-11T20:22:54.878704] [INFO ] [sig       ] [1169/3605] Completed EVTC in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-11T20:22:54.878759] [INFO ] [sig       ] [1170/3605] Forecasting EVTL...
[2025-12-11T20:22:54.878798] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-11T20:22:54.878839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-11T20:22:54.890285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-11T20:22:54.890605] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-11T20:22:54.891806] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-11T20:22:54.891858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:54.891889] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:54.891916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:54.891973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:54.951331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:54.952026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:54.952103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:54.952134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:55.072607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:55.072753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:55.072792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:55.072819] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:55.076453] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=28.43%)
[2025-12-11T20:22:55.076738] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-11T20:22:55.076860] [INFO ] [sig       ] EVTL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:55.219008] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EVTL.txt
[2025-12-11T20:22:55.219154] [INFO ] [sig       ] [1170/3605] Completed EVTL in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:55.219195] [INFO ] [sig       ] [1171/3605] Forecasting EWBC...
[2025-12-11T20:22:55.219227] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-11T20:22:55.219257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-11T20:22:55.232187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-11T20:22:55.232497] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-11T20:22:55.233348] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-11T20:22:55.233400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:55.233431] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:55.233456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:55.233511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:55.294303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:55.295329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:55.295428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:55.295464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:55.419012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:55.419162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:55.419201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:55.419228] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:55.422487] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=77.17%)
[2025-12-11T20:22:55.422773] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-11T20:22:55.422893] [INFO ] [sig       ] EWBC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:55.563405] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EWBC.txt
[2025-12-11T20:22:55.563541] [INFO ] [sig       ] [1171/3605] Completed EWBC in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:55.563596] [INFO ] [sig       ] [1172/3605] Forecasting EWCZ...
[2025-12-11T20:22:55.563628] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-11T20:22:55.563657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-11T20:22:55.574605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-11T20:22:55.574905] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-11T20:22:55.575701] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-11T20:22:55.575751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:55.575785] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:55.575812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:55.575870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:55.637302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:55.638113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:55.638193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:55.638225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:55.758430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:55.758594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:55.758636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:55.758666] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:55.762002] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=92.94%)
[2025-12-11T20:22:55.762275] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-11T20:22:55.762395] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:55.900103] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EWCZ.txt
[2025-12-11T20:22:55.900235] [INFO ] [sig       ] [1172/3605] Completed EWCZ in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:55.900273] [INFO ] [sig       ] [1173/3605] Forecasting EWTX...
[2025-12-11T20:22:55.900302] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-11T20:22:55.900331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-11T20:22:55.911331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-11T20:22:55.911653] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-11T20:22:55.912404] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-11T20:22:55.912454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:55.912519] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:55.912548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:55.912619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:55.970369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:55.971216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:55.971300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:55.971333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:56.090649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:56.090797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:56.090837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:56.090866] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:56.094215] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-12-11T20:22:56.094513] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-11T20:22:56.094659] [INFO ] [sig       ] EWTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:56.235006] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EWTX.txt
[2025-12-11T20:22:56.235150] [INFO ] [sig       ] [1173/3605] Completed EWTX in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:56.235191] [INFO ] [sig       ] [1174/3605] Forecasting EWZS...
[2025-12-11T20:22:56.235223] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-11T20:22:56.235254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-11T20:22:56.247461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-11T20:22:56.247851] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-11T20:22:56.248685] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-11T20:22:56.248736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:56.248769] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:56.248797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:56.248854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:56.305476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:56.306175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:56.306250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:56.306281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:56.429461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:56.429634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:56.429675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:56.429702] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:56.433358] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-11T20:22:56.433750] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-11T20:22:56.433890] [INFO ] [sig       ] EWZS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:56.570624] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EWZS.txt
[2025-12-11T20:22:56.570759] [INFO ] [sig       ] [1174/3605] Completed EWZS in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:56.570799] [INFO ] [sig       ] [1175/3605] Forecasting EXAS...
[2025-12-11T20:22:56.570829] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-11T20:22:56.570858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-11T20:22:56.581896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-11T20:22:56.582211] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-11T20:22:56.583022] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-11T20:22:56.583074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:56.583109] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:56.583136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:56.583193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:56.641447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:56.642157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:56.642235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:56.642268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:56.769412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:56.769566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:56.769625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:56.769655] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:56.773021] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-12-11T20:22:56.773294] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-11T20:22:56.773415] [INFO ] [sig       ] EXAS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:56.920506] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EXAS.txt
[2025-12-11T20:22:56.920729] [INFO ] [sig       ] [1175/3605] Completed EXAS in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:56.920780] [INFO ] [sig       ] [1176/3605] Forecasting EXC...
[2025-12-11T20:22:56.920818] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-11T20:22:56.920856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-11T20:22:56.932283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-11T20:22:56.932688] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-11T20:22:56.933623] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-11T20:22:56.933689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:56.933728] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:56.933764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:56.933843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:57.008679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:57.009756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:57.009869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:57.009903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:57.130162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:57.130334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:57.130378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:57.130456] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:57.133971] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-11T20:22:57.134270] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-11T20:22:57.134414] [INFO ] [sig       ] EXC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:57.273886] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EXC.txt
[2025-12-11T20:22:57.274046] [INFO ] [sig       ] [1176/3605] Completed EXC in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:57.274086] [INFO ] [sig       ] [1177/3605] Forecasting EXEL...
[2025-12-11T20:22:57.274121] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-11T20:22:57.274160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-11T20:22:57.288469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-11T20:22:57.288928] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-11T20:22:57.289983] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-11T20:22:57.290047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:57.290088] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:57.290122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:57.290197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:57.358540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:57.359447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:57.359547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:57.359602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:57.485671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:57.485825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:57.485865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:57.485892] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:57.489378] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=45.59%)
[2025-12-11T20:22:57.489691] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-11T20:22:57.490009] [INFO ] [sig       ] EXEL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:57.690611] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EXEL.txt
[2025-12-11T20:22:57.690764] [INFO ] [sig       ] [1177/3605] Completed EXEL in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:57.690802] [INFO ] [sig       ] [1178/3605] Forecasting EXFY...
[2025-12-11T20:22:57.690832] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-11T20:22:57.690861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-11T20:22:57.702480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-11T20:22:57.702886] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-11T20:22:57.703730] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-11T20:22:57.703783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:57.703816] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:57.703842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:57.703898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:57.761660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:57.762563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:57.762669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:57.762702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:57.886394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:57.886556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:57.886617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:57.886647] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:57.890414] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=28.46%)
[2025-12-11T20:22:57.890759] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-11T20:22:57.890912] [INFO ] [sig       ] EXFY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:58.034560] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EXFY.txt
[2025-12-11T20:22:58.034734] [INFO ] [sig       ] [1178/3605] Completed EXFY in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:58.034773] [INFO ] [sig       ] [1179/3605] Forecasting EXG...
[2025-12-11T20:22:58.034803] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-11T20:22:58.034832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-11T20:22:58.046809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-11T20:22:58.047196] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-11T20:22:58.048054] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-11T20:22:58.048106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:58.048137] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:58.048163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:58.048219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:58.103941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:58.104819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:58.104905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:58.104938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:58.250301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:58.250474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:58.250529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:58.250570] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:58.254943] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-11T20:22:58.255314] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-11T20:22:58.255482] [INFO ] [sig       ] EXG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:58.411153] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EXG.txt
[2025-12-11T20:22:58.411308] [INFO ] [sig       ] [1179/3605] Completed EXG in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:58.411347] [INFO ] [sig       ] [1180/3605] Forecasting EXK...
[2025-12-11T20:22:58.411378] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-11T20:22:58.411407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-11T20:22:58.423545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-11T20:22:58.423991] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-11T20:22:58.424883] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-11T20:22:58.424936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:58.424969] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:58.424996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:58.425052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:58.482852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:58.483782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:58.483867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:58.483901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:58.602745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:58.602907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:58.602947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:58.602991] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:58.606346] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-12-11T20:22:58.606647] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-11T20:22:58.606776] [INFO ] [sig       ] EXK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:58.746269] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EXK.txt
[2025-12-11T20:22:58.746406] [INFO ] [sig       ] [1180/3605] Completed EXK in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:58.746444] [INFO ] [sig       ] [1181/3605] Forecasting EXLS...
[2025-12-11T20:22:58.746473] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-11T20:22:58.746501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-11T20:22:58.758550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-11T20:22:58.758924] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-11T20:22:58.759719] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-11T20:22:58.759770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:58.759802] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:58.759827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:58.759882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:58.822155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:58.823078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:58.823161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:58.823195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:58.947921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:58.948077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:58.948119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:58.948148] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:58.951978] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-12-11T20:22:58.952328] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-11T20:22:58.952472] [INFO ] [sig       ] EXLS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:22:59.100524] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EXLS.txt
[2025-12-11T20:22:59.100700] [INFO ] [sig       ] [1181/3605] Completed EXLS in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:59.100741] [INFO ] [sig       ] [1182/3605] Forecasting EXP...
[2025-12-11T20:22:59.100773] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-11T20:22:59.100803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-11T20:22:59.112314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-11T20:22:59.112683] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-11T20:22:59.113501] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-11T20:22:59.113555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:59.113606] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:59.113634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:59.113690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:59.174755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:59.175643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:59.175732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:59.175783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:59.295709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:59.295874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:59.295925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:59.295961] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:59.299592] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-11T20:22:59.299895] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-11T20:22:59.300027] [INFO ] [sig       ] EXP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:59.439675] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EXP.txt
[2025-12-11T20:22:59.439815] [INFO ] [sig       ] [1182/3605] Completed EXP in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:59.439853] [INFO ] [sig       ] [1183/3605] Forecasting EXPD...
[2025-12-11T20:22:59.439882] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-11T20:22:59.439911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-11T20:22:59.451236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-11T20:22:59.451510] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-11T20:22:59.452272] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-11T20:22:59.452323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:59.452353] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:59.452379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:59.452434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:59.510491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:59.511309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:59.511421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:59.511455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:59.632170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:59.632324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:59.632364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:59.632393] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:59.635935] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=55.86%)
[2025-12-11T20:22:59.636224] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-11T20:22:59.636351] [INFO ] [sig       ] EXPD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:22:59.779667] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EXPD.txt
[2025-12-11T20:22:59.779819] [INFO ] [sig       ] [1183/3605] Completed EXPD in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:22:59.779857] [INFO ] [sig       ] [1184/3605] Forecasting EXPE...
[2025-12-11T20:22:59.779886] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-11T20:22:59.779916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-11T20:22:59.791466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-11T20:22:59.791875] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-11T20:22:59.792685] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-11T20:22:59.792736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:22:59.792768] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:22:59.792793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:22:59.792862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:22:59.851796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:22:59.852748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:22:59.852831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:22:59.852864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:22:59.972885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:22:59.973046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:22:59.973088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:22:59.973117] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:22:59.976602] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=79.42%)
[2025-12-11T20:22:59.976879] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-11T20:22:59.977005] [INFO ] [sig       ] EXPE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:00.117636] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EXPE.txt
[2025-12-11T20:23:00.117798] [INFO ] [sig       ] [1184/3605] Completed EXPE in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:23:00.117865] [INFO ] [sig       ] [1185/3605] Forecasting EXPI...
[2025-12-11T20:23:00.117896] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-11T20:23:00.117928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-11T20:23:00.130457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-11T20:23:00.130886] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-11T20:23:00.131733] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-11T20:23:00.131793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:00.131828] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:00.131856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:00.131913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:00.189194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:00.190128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:00.190213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:00.190247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:00.309152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:00.309307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:00.309348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:00.309377] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:00.312774] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-12-11T20:23:00.313047] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-11T20:23:00.313168] [INFO ] [sig       ] EXPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:00.459048] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EXPI.txt
[2025-12-11T20:23:00.459210] [INFO ] [sig       ] [1185/3605] Completed EXPI in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:23:00.459249] [INFO ] [sig       ] [1186/3605] Forecasting EXPO...
[2025-12-11T20:23:00.459278] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-11T20:23:00.459307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-11T20:23:00.471512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-11T20:23:00.471880] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-11T20:23:00.472704] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-11T20:23:00.472768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:00.472802] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:00.472829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:00.472884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:00.529243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:00.530122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:00.530206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:00.530238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:00.647788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:00.647953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:00.647993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:00.648022] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:00.651310] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-11T20:23:00.651600] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-11T20:23:00.651721] [INFO ] [sig       ] EXPO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:00.789882] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EXPO.txt
[2025-12-11T20:23:00.790029] [INFO ] [sig       ] [1186/3605] Completed EXPO in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-11T20:23:00.790067] [INFO ] [sig       ] [1187/3605] Forecasting EYE...
[2025-12-11T20:23:00.790096] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-11T20:23:00.790127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-11T20:23:00.813047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-11T20:23:00.813398] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-11T20:23:00.814205] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-11T20:23:00.814257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:00.814288] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:00.814315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:00.814370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:00.870065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:00.870942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:00.871024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:00.871056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:00.988310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:00.988478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:00.988517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:00.988545] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:00.991929] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: UP (p=54.72%)
[2025-12-11T20:23:00.992200] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-11T20:23:00.992320] [INFO ] [sig       ] EYE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:01.131375] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/EYE.txt
[2025-12-11T20:23:01.131537] [INFO ] [sig       ] [1187/3605] Completed EYE in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-11T20:23:01.131598] [INFO ] [sig       ] [1188/3605] Forecasting EZGO...
[2025-12-11T20:23:01.131630] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-11T20:23:01.131659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-11T20:23:01.144698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-11T20:23:01.145092] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-11T20:23:01.145858] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-11T20:23:01.145908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:01.145939] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:01.145965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:01.146020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:01.201735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:01.202627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:01.202707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:01.202740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:01.313917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:01.314088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:01.314128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:01.314155] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:01.317999] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-11T20:23:01.318407] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-11T20:23:01.318560] [INFO ] [sig       ] EZGO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:01.466950] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/EZGO.txt
[2025-12-11T20:23:01.467113] [INFO ] [sig       ] [1188/3605] Completed EZGO in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-11T20:23:01.467153] [INFO ] [sig       ] [1189/3605] Forecasting F...
[2025-12-11T20:23:01.467182] [INFO ] [sig       ] Generating forecast for: F
[2025-12-11T20:23:01.467210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-11T20:23:01.479602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-11T20:23:01.479908] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-11T20:23:01.480689] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-11T20:23:01.480740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:01.480772] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:01.480798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:01.480853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:01.536677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:01.537421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:01.537500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:01.537533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:01.656141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:01.656278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:01.656316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:01.656344] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:01.659678] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-12-11T20:23:01.659949] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-11T20:23:01.660068] [INFO ] [sig       ] F: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:01.798196] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/F.txt
[2025-12-11T20:23:01.798388] [INFO ] [sig       ] [1189/3605] Completed F in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:01.798428] [INFO ] [sig       ] [1190/3605] Forecasting FA...
[2025-12-11T20:23:01.798457] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-11T20:23:01.798486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-11T20:23:01.812394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-11T20:23:01.812813] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-11T20:23:01.813636] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-11T20:23:01.813690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:01.813752] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:01.813780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:01.813835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:01.870369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:01.871249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:01.871331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:01.871363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:01.987935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:01.988079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:01.988118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:01.988145] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:01.991412] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-11T20:23:01.991698] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-11T20:23:01.991818] [INFO ] [sig       ] FA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:02.129683] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FA.txt
[2025-12-11T20:23:02.129845] [INFO ] [sig       ] [1190/3605] Completed FA in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:02.129885] [INFO ] [sig       ] [1191/3605] Forecasting FAF...
[2025-12-11T20:23:02.129916] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-11T20:23:02.129945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-11T20:23:02.141972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-11T20:23:02.142361] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-11T20:23:02.143176] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-11T20:23:02.143229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:02.143262] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:02.143289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:02.143344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:02.199960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:02.200948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:02.201046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:02.201079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:02.316449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:02.316631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:02.316673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:02.316701] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:02.320226] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-11T20:23:02.320649] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-11T20:23:02.320807] [INFO ] [sig       ] FAF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:02.466974] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FAF.txt
[2025-12-11T20:23:02.467132] [INFO ] [sig       ] [1191/3605] Completed FAF in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:02.467171] [INFO ] [sig       ] [1192/3605] Forecasting FALN...
[2025-12-11T20:23:02.467201] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-11T20:23:02.467230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-11T20:23:02.482908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-11T20:23:02.483371] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-11T20:23:02.484520] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-11T20:23:02.484606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:02.484655] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:02.484701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:02.484781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:02.549312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:02.550204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:02.550303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:02.550336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:02.670680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:02.670830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:02.670869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:02.670896] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:02.674174] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-11T20:23:02.674444] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-11T20:23:02.674565] [INFO ] [sig       ] FALN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:02.838192] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FALN.txt
[2025-12-11T20:23:02.838349] [INFO ] [sig       ] [1192/3605] Completed FALN in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:02.838387] [INFO ] [sig       ] [1193/3605] Forecasting FANG...
[2025-12-11T20:23:02.838417] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-11T20:23:02.838447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-11T20:23:02.850816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-11T20:23:02.851203] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-11T20:23:02.852026] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-11T20:23:02.852079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:02.852110] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:02.852135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:02.852189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:02.908882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:02.909781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:02.909863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:02.909896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:03.030274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:03.030432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:03.030490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:03.030553] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:03.035125] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-12-11T20:23:03.035508] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-11T20:23:03.035696] [INFO ] [sig       ] FANG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:03.175488] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FANG.txt
[2025-12-11T20:23:03.175664] [INFO ] [sig       ] [1193/3605] Completed FANG in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:03.175705] [INFO ] [sig       ] [1194/3605] Forecasting FARM...
[2025-12-11T20:23:03.175735] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-11T20:23:03.175763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-11T20:23:03.192727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-11T20:23:03.193105] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-11T20:23:03.193945] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-11T20:23:03.193997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:03.194029] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:03.194055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:03.194113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:03.251676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:03.252630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:03.252736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:03.252772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:03.369635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:03.369791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:03.369830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:03.369857] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:03.373162] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-11T20:23:03.373434] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-11T20:23:03.373555] [INFO ] [sig       ] FARM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:03.511400] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FARM.txt
[2025-12-11T20:23:03.511563] [INFO ] [sig       ] [1194/3605] Completed FARM in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:03.511623] [INFO ] [sig       ] [1195/3605] Forecasting FBIN...
[2025-12-11T20:23:03.511652] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-11T20:23:03.511681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-11T20:23:03.530487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-11T20:23:03.531316] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-11T20:23:03.533064] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-11T20:23:03.533201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:03.533250] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:03.533290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:03.533380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:03.612372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:03.613689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:03.613812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:03.613845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:03.749414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:03.749711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:03.749773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:03.749817] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:03.756396] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-11T20:23:03.757219] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-11T20:23:03.757605] [INFO ] [sig       ] FBIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:03.926700] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FBIN.txt
[2025-12-11T20:23:03.926926] [INFO ] [sig       ] [1195/3605] Completed FBIN in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:03.926969] [INFO ] [sig       ] [1196/3605] Forecasting FBIO...
[2025-12-11T20:23:03.927002] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-11T20:23:03.927034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-11T20:23:03.940790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-11T20:23:03.941193] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-11T20:23:03.941989] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-11T20:23:03.942040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:03.942072] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:03.942098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:03.942153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:03.998103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:03.998981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:03.999067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:03.999099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:04.118155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:04.118315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:04.118355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:04.118382] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:04.121725] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=62.88%)
[2025-12-11T20:23:04.122048] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-11T20:23:04.122177] [INFO ] [sig       ] FBIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:04.260442] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FBIO.txt
[2025-12-11T20:23:04.260627] [INFO ] [sig       ] [1196/3605] Completed FBIO in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:04.260668] [INFO ] [sig       ] [1197/3605] Forecasting FBIZ...
[2025-12-11T20:23:04.260697] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-11T20:23:04.260726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-11T20:23:04.276631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-11T20:23:04.277060] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-11T20:23:04.277893] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-11T20:23:04.277944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:04.277988] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:04.278015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:04.278070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:04.333871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:04.334765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:04.334852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:04.334885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:04.456197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:04.456362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:04.456403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:04.456435] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:04.460014] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-11T20:23:04.460324] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-11T20:23:04.460457] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:04.598013] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FBIZ.txt
[2025-12-11T20:23:04.598168] [INFO ] [sig       ] [1197/3605] Completed FBIZ in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:04.598208] [INFO ] [sig       ] [1198/3605] Forecasting FBK...
[2025-12-11T20:23:04.598237] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-11T20:23:04.598265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-11T20:23:04.609751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-11T20:23:04.610063] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-11T20:23:04.610830] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-11T20:23:04.610880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:04.610911] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:04.610937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:04.610991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:04.666672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:04.667524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:04.667631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:04.667664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:04.786443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:04.786631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:04.786673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:04.786700] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:04.790045] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=36.14%)
[2025-12-11T20:23:04.790343] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-11T20:23:04.790468] [INFO ] [sig       ] FBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:04.930564] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FBK.txt
[2025-12-11T20:23:04.930725] [INFO ] [sig       ] [1198/3605] Completed FBK in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:04.930762] [INFO ] [sig       ] [1199/3605] Forecasting FBL...
[2025-12-11T20:23:04.930791] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-11T20:23:04.931013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-11T20:23:04.944048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-11T20:23:04.944341] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-11T20:23:04.945293] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-11T20:23:04.945343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:04.945373] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:04.945399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:04.945453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:05.001538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:05.002263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:05.002344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:05.002376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:05.123116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:05.123274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:05.123314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:05.123341] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:05.126653] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-11T20:23:05.126938] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-11T20:23:05.127062] [INFO ] [sig       ] FBL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:05.273755] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FBL.txt
[2025-12-11T20:23:05.273935] [INFO ] [sig       ] [1199/3605] Completed FBL in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:05.273995] [INFO ] [sig       ] [1200/3605] Forecasting FBNC...
[2025-12-11T20:23:05.274030] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-11T20:23:05.274060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-11T20:23:05.287263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-11T20:23:05.287601] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-11T20:23:05.288479] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-11T20:23:05.288531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:05.288563] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:05.288612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:05.288669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:05.353040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:05.353927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:05.354046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:05.354080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:05.477315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:05.477480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:05.477521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:05.477548] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:05.480910] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-12-11T20:23:05.481196] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-11T20:23:05.481317] [INFO ] [sig       ] FBNC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:05.621729] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FBNC.txt
[2025-12-11T20:23:05.621867] [INFO ] [sig       ] [1200/3605] Completed FBNC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:05.621911] [INFO ] [sig       ] [1201/3605] Forecasting FBP...
[2025-12-11T20:23:05.621942] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-11T20:23:05.621971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-11T20:23:05.634766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-11T20:23:05.635064] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-11T20:23:05.635838] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-11T20:23:05.635888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:05.635919] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:05.635945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:05.636000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:05.693379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:05.694074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:05.694151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:05.694183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:05.815595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:05.815788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:05.815835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:05.815865] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:05.819442] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2025-12-11T20:23:05.819809] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-11T20:23:05.819945] [INFO ] [sig       ] FBP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:05.960010] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FBP.txt
[2025-12-11T20:23:05.960146] [INFO ] [sig       ] [1201/3605] Completed FBP in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:05.960183] [INFO ] [sig       ] [1202/3605] Forecasting FC...
[2025-12-11T20:23:05.960211] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-11T20:23:05.960240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-11T20:23:05.972399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-11T20:23:05.972718] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-11T20:23:05.973461] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-11T20:23:05.973510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:05.973541] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:05.973585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:05.973643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:06.030204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:06.030935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:06.031014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:06.031046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:06.154433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:06.154609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:06.154650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:06.154677] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:06.157952] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-11T20:23:06.158214] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-11T20:23:06.158330] [INFO ] [sig       ] FC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:06.298270] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FC.txt
[2025-12-11T20:23:06.298424] [INFO ] [sig       ] [1202/3605] Completed FC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:06.298462] [INFO ] [sig       ] [1203/3605] Forecasting FCAL...
[2025-12-11T20:23:06.298493] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-11T20:23:06.298521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-11T20:23:06.310491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-11T20:23:06.311048] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-11T20:23:06.311810] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-11T20:23:06.311860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:06.312071] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:06.312097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:06.312152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:06.369191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:06.370048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:06.370127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:06.370158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:06.475538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:06.475707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:06.475746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:06.475774] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:06.479038] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-12-11T20:23:06.479302] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-11T20:23:06.479418] [INFO ] [sig       ] FCAL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:06.626391] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FCAL.txt
[2025-12-11T20:23:06.626599] [INFO ] [sig       ] [1203/3605] Completed FCAL in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-11T20:23:06.626644] [INFO ] [sig       ] [1204/3605] Forecasting FCBC...
[2025-12-11T20:23:06.626675] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-11T20:23:06.626705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-11T20:23:06.639729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-11T20:23:06.640137] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-11T20:23:06.641030] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-11T20:23:06.641083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:06.641117] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:06.641153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:06.641218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:06.703351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:06.704232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:06.704318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:06.704350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:06.832754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:06.832904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:06.832944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:06.832989] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:06.836530] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-11T20:23:06.836838] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-11T20:23:06.836965] [INFO ] [sig       ] FCBC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:06.990252] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FCBC.txt
[2025-12-11T20:23:06.990425] [INFO ] [sig       ] [1204/3605] Completed FCBC in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-11T20:23:06.990481] [INFO ] [sig       ] [1205/3605] Forecasting FCCO...
[2025-12-11T20:23:06.990527] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-11T20:23:06.990586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-11T20:23:07.003173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-11T20:23:07.003522] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-11T20:23:07.004397] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-11T20:23:07.004450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:07.004482] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:07.004509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:07.004568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:07.068202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:07.069168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:07.069264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:07.069299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:07.204443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:07.204650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:07.204692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:07.204720] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:07.208513] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-12-11T20:23:07.208849] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-11T20:23:07.208980] [INFO ] [sig       ] FCCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:07.360327] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FCCO.txt
[2025-12-11T20:23:07.360486] [INFO ] [sig       ] [1205/3605] Completed FCCO in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-11T20:23:07.360526] [INFO ] [sig       ] [1206/3605] Forecasting FCEL...
[2025-12-11T20:23:07.360556] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-11T20:23:07.360614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-11T20:23:07.374806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-11T20:23:07.375137] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-11T20:23:07.375992] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-11T20:23:07.376045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:07.376079] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:07.376107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:07.376163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:07.438348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:07.439236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:07.439321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:07.439371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:07.565235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:07.565395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:07.565435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:07.565465] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:07.569385] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-11T20:23:07.569689] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-11T20:23:07.569819] [INFO ] [sig       ] FCEL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:07.722196] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FCEL.txt
[2025-12-11T20:23:07.722363] [INFO ] [sig       ] [1206/3605] Completed FCEL in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-11T20:23:07.722403] [INFO ] [sig       ] [1207/3605] Forecasting FCF...
[2025-12-11T20:23:07.722433] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-11T20:23:07.722462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-11T20:23:07.734879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-11T20:23:07.735232] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-11T20:23:07.736049] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-11T20:23:07.736110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:07.736169] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:07.736197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:07.736254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:07.801113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:07.802040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:07.802127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:07.802161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:07.932545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:07.932736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:07.932781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:07.932809] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:07.936428] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=39.27%)
[2025-12-11T20:23:07.936788] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-11T20:23:07.936928] [INFO ] [sig       ] FCF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:08.094307] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FCF.txt
[2025-12-11T20:23:08.094481] [INFO ] [sig       ] [1207/3605] Completed FCF in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:08.094537] [INFO ] [sig       ] [1208/3605] Forecasting FCFS...
[2025-12-11T20:23:08.094602] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-11T20:23:08.094649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-11T20:23:08.107349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-11T20:23:08.107706] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-11T20:23:08.108495] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-11T20:23:08.108545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:08.108594] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:08.108633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:08.108689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:08.166801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:08.167588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:08.167671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:08.167703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:08.286767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:08.286930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:08.286969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:08.286996] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:08.290276] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2025-12-11T20:23:08.290547] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-11T20:23:08.290686] [INFO ] [sig       ] FCFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:08.430860] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FCFS.txt
[2025-12-11T20:23:08.431017] [INFO ] [sig       ] [1208/3605] Completed FCFS in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:08.431057] [INFO ] [sig       ] [1209/3605] Forecasting FCN...
[2025-12-11T20:23:08.431087] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-11T20:23:08.431117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-11T20:23:08.444192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-11T20:23:08.444519] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-11T20:23:08.445297] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-11T20:23:08.445348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:08.445380] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:08.445407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:08.445463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:08.503175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:08.504032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:08.504125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:08.504157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:08.624879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:08.625083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:08.625138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:08.626173] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:08.629979] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=61.44%)
[2025-12-11T20:23:08.630363] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-11T20:23:08.630537] [INFO ] [sig       ] FCN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:08.780133] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FCN.txt
[2025-12-11T20:23:08.780292] [INFO ] [sig       ] [1209/3605] Completed FCN in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:08.780331] [INFO ] [sig       ] [1210/3605] Forecasting FCNCA...
[2025-12-11T20:23:08.780360] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-11T20:23:08.780391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-11T20:23:08.792117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-11T20:23:08.792468] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-11T20:23:08.793318] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-11T20:23:08.793371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:08.793402] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:08.793429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:08.793484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:08.851048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:08.851902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:08.851986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:08.852018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:08.965827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:08.965979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:08.966205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:08.966265] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:08.970122] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=83.31%)
[2025-12-11T20:23:08.970596] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-11T20:23:08.970717] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:09.112145] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FCNCA.txt
[2025-12-11T20:23:09.112286] [INFO ] [sig       ] [1210/3605] Completed FCNCA in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:09.112324] [INFO ] [sig       ] [1211/3605] Forecasting FCNCO...
[2025-12-11T20:23:09.112354] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-11T20:23:09.112383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-11T20:23:09.123880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-11T20:23:09.124220] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-11T20:23:09.124989] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-11T20:23:09.125039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:09.125070] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:09.125096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:09.125152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:09.182599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:09.183387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:09.183469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:09.183502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:09.286868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:09.287024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:09.287065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:09.287093] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:09.290518] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-11T20:23:09.290815] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-11T20:23:09.290941] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:09.431008] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FCNCO.txt
[2025-12-11T20:23:09.431145] [INFO ] [sig       ] [1211/3605] Completed FCNCO in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:09.431191] [INFO ] [sig       ] [1212/3605] Forecasting FCNCP...
[2025-12-11T20:23:09.431232] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-11T20:23:09.431271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-11T20:23:09.443750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-11T20:23:09.444243] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-11T20:23:09.445006] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-11T20:23:09.445057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:09.445088] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:09.445113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:09.445169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:09.507097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:09.508065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:09.508157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:09.508189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:09.610771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:09.610922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:09.610960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:09.610989] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:09.614422] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-11T20:23:09.614707] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-11T20:23:09.614826] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:09.760350] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FCNCP.txt
[2025-12-11T20:23:09.760489] [INFO ] [sig       ] [1212/3605] Completed FCNCP in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:09.760530] [INFO ] [sig       ] [1213/3605] Forecasting FCTE...
[2025-12-11T20:23:09.760560] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-11T20:23:09.760612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-11T20:23:09.772369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-11T20:23:09.772707] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-11T20:23:09.773510] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-11T20:23:09.773563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:09.773617] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:09.773645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:09.773701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:09.830512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:09.831373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:09.831457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:09.831491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:09.951003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:09.951159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:09.951199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:09.951226] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:09.954510] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=48.83%)
[2025-12-11T20:23:09.954789] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-11T20:23:09.954907] [INFO ] [sig       ] FCTE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:10.094330] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FCTE.txt
[2025-12-11T20:23:10.094457] [INFO ] [sig       ] [1213/3605] Completed FCTE in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:10.094495] [INFO ] [sig       ] [1214/3605] Forecasting FCX...
[2025-12-11T20:23:10.094524] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-11T20:23:10.094554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-11T20:23:10.106394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-11T20:23:10.106676] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-11T20:23:10.107630] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-11T20:23:10.107679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:10.107711] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:10.107736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:10.107802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:10.165243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:10.165907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:10.165984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:10.166015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:10.295760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:10.295904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:10.295950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:10.295979] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:10.299333] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=45.80%)
[2025-12-11T20:23:10.299613] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-11T20:23:10.299733] [INFO ] [sig       ] FCX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:10.438669] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FCX.txt
[2025-12-11T20:23:10.438804] [INFO ] [sig       ] [1214/3605] Completed FCX in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:10.438842] [INFO ] [sig       ] [1215/3605] Forecasting FDBC...
[2025-12-11T20:23:10.438871] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-11T20:23:10.438899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-11T20:23:10.448874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-11T20:23:10.449128] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-11T20:23:10.449902] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-11T20:23:10.449951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:10.449982] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:10.450006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:10.450061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:10.505666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:10.506320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:10.506402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:10.506434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:10.597174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:10.597316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:10.597355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:10.597398] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:10.600702] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=20.92%)
[2025-12-11T20:23:10.600967] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-11T20:23:10.601087] [INFO ] [sig       ] FDBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:10.739378] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FDBC.txt
[2025-12-11T20:23:10.739559] [INFO ] [sig       ] [1215/3605] Completed FDBC in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:10.739643] [INFO ] [sig       ] [1216/3605] Forecasting FDIF...
[2025-12-11T20:23:10.739688] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-11T20:23:10.739734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-11T20:23:10.752200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-11T20:23:10.752680] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-11T20:23:10.753559] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-11T20:23:10.753661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:10.753700] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:10.753746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:10.753822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:10.813907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:10.814890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:10.814979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:10.815011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:10.960254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:10.960441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:10.960502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:10.960547] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:10.965783] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-11T20:23:10.966225] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-11T20:23:10.966409] [INFO ] [sig       ] FDIF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:11.171148] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FDIF.txt
[2025-12-11T20:23:11.171339] [INFO ] [sig       ] [1216/3605] Completed FDIF in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:11.171387] [INFO ] [sig       ] [1217/3605] Forecasting FDIG...
[2025-12-11T20:23:11.171419] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-11T20:23:11.171449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-11T20:23:11.183899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-11T20:23:11.184381] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-11T20:23:11.185321] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-11T20:23:11.185375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:11.185406] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:11.185434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:11.185489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:11.247749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:11.248843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:11.248988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:11.249041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:11.394486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:11.394712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:11.394778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:11.394828] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:11.400424] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-11T20:23:11.400971] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-11T20:23:11.401197] [INFO ] [sig       ] FDIG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:11.608568] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FDIG.txt
[2025-12-11T20:23:11.608767] [INFO ] [sig       ] [1217/3605] Completed FDIG in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:11.608809] [INFO ] [sig       ] [1218/3605] Forecasting FDP...
[2025-12-11T20:23:11.608841] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-11T20:23:11.608872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-11T20:23:11.625951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-11T20:23:11.626462] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-11T20:23:11.627734] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-11T20:23:11.627808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:11.627885] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:11.627931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:11.628020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:11.711741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:11.712986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:11.713095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:11.713135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:11.887500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:11.887702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:11.887753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:11.887787] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:11.892629] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2025-12-11T20:23:11.893140] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-11T20:23:11.893326] [INFO ] [sig       ] FDP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:12.089863] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FDP.txt
[2025-12-11T20:23:12.090025] [INFO ] [sig       ] [1218/3605] Completed FDP in 0.5s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:12.090065] [INFO ] [sig       ] [1219/3605] Forecasting FDS...
[2025-12-11T20:23:12.090095] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-11T20:23:12.090125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-11T20:23:12.102001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-11T20:23:12.102392] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-11T20:23:12.103267] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-11T20:23:12.103320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:12.103354] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:12.103381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:12.103450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:12.161438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:12.162360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:12.162447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:12.162480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:12.288099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:12.288257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:12.288296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:12.288324] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:12.292040] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-11T20:23:12.292352] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-11T20:23:12.292490] [INFO ] [sig       ] FDS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:12.440111] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FDS.txt
[2025-12-11T20:23:12.440264] [INFO ] [sig       ] [1219/3605] Completed FDS in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:12.440301] [INFO ] [sig       ] [1220/3605] Forecasting FDTX...
[2025-12-11T20:23:12.440330] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-11T20:23:12.440361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-11T20:23:12.451455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-11T20:23:12.451832] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-11T20:23:12.452621] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-11T20:23:12.452672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:12.452704] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:12.452730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:12.452785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:12.511845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:12.512750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:12.512836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:12.512869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:12.629898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:12.630053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:12.630094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:12.630123] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:12.633515] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=80.06%)
[2025-12-11T20:23:12.633852] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-11T20:23:12.633989] [INFO ] [sig       ] FDTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:12.779285] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FDTX.txt
[2025-12-11T20:23:12.779471] [INFO ] [sig       ] [1220/3605] Completed FDTX in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-11T20:23:12.779509] [INFO ] [sig       ] [1221/3605] Forecasting FDUS...
[2025-12-11T20:23:12.779538] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-11T20:23:12.779566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-11T20:23:12.791269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-11T20:23:12.791603] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-11T20:23:12.792359] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-11T20:23:12.792420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:12.792452] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:12.792478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:12.792533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:12.851130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:12.851978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:12.852061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:12.852095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:12.974979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:12.975121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:12.975164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:12.975193] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:12.978619] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-11T20:23:12.978890] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-11T20:23:12.979011] [INFO ] [sig       ] FDUS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:13.130467] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FDUS.txt
[2025-12-11T20:23:13.130629] [INFO ] [sig       ] [1221/3605] Completed FDUS in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-11T20:23:13.130669] [INFO ] [sig       ] [1222/3605] Forecasting FDX...
[2025-12-11T20:23:13.130699] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-11T20:23:13.130727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-11T20:23:13.142372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-11T20:23:13.142725] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-11T20:23:13.143498] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-11T20:23:13.143550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:13.143600] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:13.143630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:13.143687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:13.205331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:13.206227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:13.206311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:13.206344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:13.336071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:13.336222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:13.336261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:13.336287] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:13.339734] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2025-12-11T20:23:13.340039] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-11T20:23:13.340171] [INFO ] [sig       ] FDX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:13.494249] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FDX.txt
[2025-12-11T20:23:13.494420] [INFO ] [sig       ] [1222/3605] Completed FDX in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-11T20:23:13.494468] [INFO ] [sig       ] [1223/3605] Forecasting FE...
[2025-12-11T20:23:13.494502] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-11T20:23:13.494539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-11T20:23:13.508217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-11T20:23:13.508532] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-11T20:23:13.509345] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-11T20:23:13.509404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:13.509451] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:13.509487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:13.509546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:13.569941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:13.570792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:13.570871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:13.570903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:13.690502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:13.690677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:13.690718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:13.690745] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:13.694024] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=78.77%)
[2025-12-11T20:23:13.694293] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-11T20:23:13.694413] [INFO ] [sig       ] FE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:13.830814] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FE.txt
[2025-12-11T20:23:13.830939] [INFO ] [sig       ] [1223/3605] Completed FE in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-11T20:23:13.830977] [INFO ] [sig       ] [1224/3605] Forecasting FEIM...
[2025-12-11T20:23:13.831005] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-11T20:23:13.831033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-11T20:23:13.842543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-11T20:23:13.842840] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-11T20:23:13.843598] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-11T20:23:13.843648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:13.843704] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:13.843732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:13.843788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:13.900010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:13.900676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:13.900751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:13.900782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:14.017056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:14.017209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:14.017248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:14.017275] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:14.020749] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-11T20:23:14.021016] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-11T20:23:14.021286] [INFO ] [sig       ] FEIM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:14.160366] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FEIM.txt
[2025-12-11T20:23:14.160510] [INFO ] [sig       ] [1224/3605] Completed FEIM in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-11T20:23:14.160549] [INFO ] [sig       ] [1225/3605] Forecasting FELE...
[2025-12-11T20:23:14.160596] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-11T20:23:14.160627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-11T20:23:14.172723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-11T20:23:14.172998] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-11T20:23:14.173965] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-11T20:23:14.174014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:14.174044] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:14.174069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:14.174305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:14.236314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:14.237406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:14.237509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:14.237555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:14.364846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:14.365000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:14.365040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:14.365067] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:14.368621] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-11T20:23:14.368905] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-11T20:23:14.369030] [INFO ] [sig       ] FELE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:14.506596] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FELE.txt
[2025-12-11T20:23:14.506757] [INFO ] [sig       ] [1225/3605] Completed FELE in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-11T20:23:14.506795] [INFO ] [sig       ] [1226/3605] Forecasting FEM...
[2025-12-11T20:23:14.506826] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-11T20:23:14.506854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-11T20:23:14.518768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-11T20:23:14.519043] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-11T20:23:14.519814] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-11T20:23:14.519867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:14.519905] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:14.519936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:14.520003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:14.577014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:14.578147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:14.578229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:14.578260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:14.695807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:14.695969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:14.696010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:14.696037] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:14.699835] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-12-11T20:23:14.700144] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-11T20:23:14.700269] [INFO ] [sig       ] FEM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:14.843447] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FEM.txt
[2025-12-11T20:23:14.843613] [INFO ] [sig       ] [1226/3605] Completed FEM in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:14.843653] [INFO ] [sig       ] [1227/3605] Forecasting FEMB...
[2025-12-11T20:23:14.843683] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-11T20:23:14.843713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-11T20:23:14.855327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-11T20:23:14.855759] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-11T20:23:14.856567] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-11T20:23:14.856644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:14.856677] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:14.856703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:14.856758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:14.914890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:14.915770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:14.915856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:14.915888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:15.038600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:15.038757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:15.038797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:15.038858] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:15.042228] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-12-11T20:23:15.042510] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-11T20:23:15.042654] [INFO ] [sig       ] FEMB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:15.183978] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FEMB.txt
[2025-12-11T20:23:15.184304] [INFO ] [sig       ] [1227/3605] Completed FEMB in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:15.184343] [INFO ] [sig       ] [1228/3605] Forecasting FEMS...
[2025-12-11T20:23:15.184372] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-11T20:23:15.184401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-11T20:23:15.198179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-11T20:23:15.198548] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-11T20:23:15.199517] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-11T20:23:15.199593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:15.199629] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:15.199655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:15.199710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:15.261234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:15.262163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:15.262254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:15.262287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:15.391494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:15.391670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:15.391729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:15.391757] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:15.395070] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-11T20:23:15.395339] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-11T20:23:15.395457] [INFO ] [sig       ] FEMS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:15.530113] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FEMS.txt
[2025-12-11T20:23:15.530259] [INFO ] [sig       ] [1228/3605] Completed FEMS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:15.530316] [INFO ] [sig       ] [1229/3605] Forecasting FEP...
[2025-12-11T20:23:15.530346] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-11T20:23:15.530377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-11T20:23:15.542913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-11T20:23:15.543289] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-11T20:23:15.544088] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-11T20:23:15.544138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:15.544169] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:15.544195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:15.544250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:15.600055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:15.600757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:15.600835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:15.600866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:15.715248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:15.715399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:15.715439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:15.715468] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:15.718763] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=78.82%)
[2025-12-11T20:23:15.719032] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-11T20:23:15.719337] [INFO ] [sig       ] FEP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:15.857457] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FEP.txt
[2025-12-11T20:23:15.857625] [INFO ] [sig       ] [1229/3605] Completed FEP in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:15.857666] [INFO ] [sig       ] [1230/3605] Forecasting FEPI...
[2025-12-11T20:23:15.857694] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-11T20:23:15.857725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-11T20:23:15.870064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-11T20:23:15.870403] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-11T20:23:15.871224] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-11T20:23:15.871277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:15.871308] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:15.871335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:15.871391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:15.931065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:15.932073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:15.932185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:15.932230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:16.058280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:16.058445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:16.058492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:16.058524] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:16.062008] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-11T20:23:16.062298] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-11T20:23:16.062420] [INFO ] [sig       ] FEPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:16.219441] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FEPI.txt
[2025-12-11T20:23:16.219679] [INFO ] [sig       ] [1230/3605] Completed FEPI in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:16.219740] [INFO ] [sig       ] [1231/3605] Forecasting FERG...
[2025-12-11T20:23:16.219785] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-11T20:23:16.219832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-11T20:23:16.236844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-11T20:23:16.237385] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-11T20:23:16.238881] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-11T20:23:16.238985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:16.239030] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:16.239068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:16.239330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:16.319861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:16.320967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:16.321067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:16.321107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:16.468407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:16.468564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:16.468625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:16.468654] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:16.472016] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-11T20:23:16.472296] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-11T20:23:16.472420] [INFO ] [sig       ] FERG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:16.614467] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FERG.txt
[2025-12-11T20:23:16.614636] [INFO ] [sig       ] [1231/3605] Completed FERG in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:16.614677] [INFO ] [sig       ] [1232/3605] Forecasting FEX...
[2025-12-11T20:23:16.614706] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-11T20:23:16.614735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-11T20:23:16.630377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-11T20:23:16.630984] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-11T20:23:16.632402] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-11T20:23:16.632471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:16.632536] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:16.632594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:16.632683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:16.708881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:16.709848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:16.709939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:16.709972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:16.835211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:16.835367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:16.835410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:16.835439] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:16.838850] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=25.33%)
[2025-12-11T20:23:16.839135] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-11T20:23:16.839258] [INFO ] [sig       ] FEX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:16.982156] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FEX.txt
[2025-12-11T20:23:16.982320] [INFO ] [sig       ] [1232/3605] Completed FEX in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:16.982359] [INFO ] [sig       ] [1233/3605] Forecasting FF...
[2025-12-11T20:23:16.982387] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-11T20:23:16.982416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-11T20:23:16.994655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-11T20:23:16.995009] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-11T20:23:16.995784] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-11T20:23:16.995834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:16.995865] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:16.995891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:16.995945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:17.053244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:17.054339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:17.054442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:17.054492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:17.182794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:17.182953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:17.183001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:17.183029] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:17.186643] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-12-11T20:23:17.186929] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-11T20:23:17.187055] [INFO ] [sig       ] FF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:17.357523] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FF.txt
[2025-12-11T20:23:17.357689] [INFO ] [sig       ] [1233/3605] Completed FF in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:17.357729] [INFO ] [sig       ] [1234/3605] Forecasting FFA...
[2025-12-11T20:23:17.357758] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-11T20:23:17.357787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-11T20:23:17.370356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-11T20:23:17.370697] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-11T20:23:17.371466] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-11T20:23:17.371526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:17.371565] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:17.371614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:17.371672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:17.427763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:17.428391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:17.428493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:17.428526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:17.546545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:17.546714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:17.546755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:17.546782] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:17.551618] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-11T20:23:17.551998] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-11T20:23:17.552171] [INFO ] [sig       ] FFA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:17.701427] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FFA.txt
[2025-12-11T20:23:17.701600] [INFO ] [sig       ] [1234/3605] Completed FFA in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:17.701641] [INFO ] [sig       ] [1235/3605] Forecasting FFBC...
[2025-12-11T20:23:17.701671] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-11T20:23:17.701700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-11T20:23:17.713054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-11T20:23:17.713381] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-11T20:23:17.714182] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-11T20:23:17.714235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:17.714267] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:17.714293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:17.714348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:17.771835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:17.772723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:17.772811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:17.772844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:17.890132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:17.890287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:17.890326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:17.890353] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:17.893710] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=57.74%)
[2025-12-11T20:23:17.894009] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-11T20:23:17.894136] [INFO ] [sig       ] FFBC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:18.060395] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FFBC.txt
[2025-12-11T20:23:18.060623] [INFO ] [sig       ] [1235/3605] Completed FFBC in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:18.060680] [INFO ] [sig       ] [1236/3605] Forecasting FFC...
[2025-12-11T20:23:18.060748] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-11T20:23:18.060795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-11T20:23:18.078125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-11T20:23:18.078700] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-11T20:23:18.079865] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-11T20:23:18.079936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:18.079985] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:18.080028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:18.080107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:18.159623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:18.160822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:18.160957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:18.161005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:18.293925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:18.294085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:18.294126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:18.294153] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:18.297533] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=51.36%)
[2025-12-11T20:23:18.297896] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-11T20:23:18.298038] [INFO ] [sig       ] FFC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:18.438804] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FFC.txt
[2025-12-11T20:23:18.438961] [INFO ] [sig       ] [1236/3605] Completed FFC in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:18.438999] [INFO ] [sig       ] [1237/3605] Forecasting FFIC...
[2025-12-11T20:23:18.439027] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-11T20:23:18.439057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-11T20:23:18.451400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-11T20:23:18.451765] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-11T20:23:18.452555] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-11T20:23:18.452630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:18.452663] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:18.452689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:18.452744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:18.509252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:18.510131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:18.510212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:18.510244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:18.629003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:18.629156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:18.629196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:18.629225] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:18.632559] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2025-12-11T20:23:18.632848] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-11T20:23:18.632969] [INFO ] [sig       ] FFIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:18.780981] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FFIC.txt
[2025-12-11T20:23:18.781184] [INFO ] [sig       ] [1237/3605] Completed FFIC in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-11T20:23:18.781228] [INFO ] [sig       ] [1238/3605] Forecasting FFIN...
[2025-12-11T20:23:18.781259] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-11T20:23:18.781289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-11T20:23:18.792106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-11T20:23:18.792364] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-11T20:23:18.793137] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-11T20:23:18.793187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:18.793219] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:18.793245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:18.793300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:18.850996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:18.851877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:18.851959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:18.851998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:18.972882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:18.973084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:18.973130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:18.973159] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:18.976973] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-11T20:23:18.977324] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-11T20:23:18.977460] [INFO ] [sig       ] FFIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:19.115563] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FFIN.txt
[2025-12-11T20:23:19.115749] [INFO ] [sig       ] [1238/3605] Completed FFIN in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-11T20:23:19.115787] [INFO ] [sig       ] [1239/3605] Forecasting FFWM...
[2025-12-11T20:23:19.115816] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-11T20:23:19.115845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-11T20:23:19.127560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-11T20:23:19.127997] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-11T20:23:19.128817] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-11T20:23:19.128870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:19.128910] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:19.128941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:19.128998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:19.186366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:19.187237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:19.187315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:19.187347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:19.306664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:19.306815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:19.306854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:19.306899] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:19.310156] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2025-12-11T20:23:19.310419] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-11T20:23:19.310536] [INFO ] [sig       ] FFWM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:19.446844] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FFWM.txt
[2025-12-11T20:23:19.446969] [INFO ] [sig       ] [1239/3605] Completed FFWM in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-11T20:23:19.447006] [INFO ] [sig       ] [1240/3605] Forecasting FG...
[2025-12-11T20:23:19.447034] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-11T20:23:19.447064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-11T20:23:19.461957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-11T20:23:19.462451] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-11T20:23:19.463539] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-11T20:23:19.463628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:19.463674] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:19.463711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:19.463789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:19.540429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:19.541319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:19.541402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:19.541433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:19.660195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:19.660351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:19.660390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:19.660418] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:19.663815] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2025-12-11T20:23:19.664110] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-11T20:23:19.664239] [INFO ] [sig       ] FG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:19.805204] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FG.txt
[2025-12-11T20:23:19.805362] [INFO ] [sig       ] [1240/3605] Completed FG in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-11T20:23:19.805404] [INFO ] [sig       ] [1241/3605] Forecasting FGEN...
[2025-12-11T20:23:19.805432] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-11T20:23:19.805463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-11T20:23:19.817128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-11T20:23:19.817531] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-11T20:23:19.818403] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-11T20:23:19.818455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:19.818515] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:19.818542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:19.818628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:19.878211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:19.879084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:19.879170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:19.879244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:20.003150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:20.003339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:20.003396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:20.003441] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:20.008183] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=23.22%)
[2025-12-11T20:23:20.008542] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-11T20:23:20.008723] [INFO ] [sig       ] FGEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:20.154955] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FGEN.txt
[2025-12-11T20:23:20.155118] [INFO ] [sig       ] [1241/3605] Completed FGEN in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-11T20:23:20.155158] [INFO ] [sig       ] [1242/3605] Forecasting FHB...
[2025-12-11T20:23:20.155186] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-11T20:23:20.155216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-11T20:23:20.167731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-11T20:23:20.168149] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-11T20:23:20.169009] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-11T20:23:20.169062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:20.169095] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:20.169121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:20.169177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:20.230600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:20.231545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:20.231648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:20.231682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:20.349211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:20.349368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:20.349409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:20.349437] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:20.352807] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=60.71%)
[2025-12-11T20:23:20.353099] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-11T20:23:20.353224] [INFO ] [sig       ] FHB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:20.493059] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FHB.txt
[2025-12-11T20:23:20.493214] [INFO ] [sig       ] [1242/3605] Completed FHB in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-11T20:23:20.493253] [INFO ] [sig       ] [1243/3605] Forecasting FHI...
[2025-12-11T20:23:20.493284] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-11T20:23:20.493313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-11T20:23:20.504883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-11T20:23:20.505278] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-11T20:23:20.506172] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-11T20:23:20.506235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:20.506268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:20.506308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:20.506366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:20.564929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:20.565840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:20.565924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:20.565956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:20.685725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:20.685894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:20.685935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:20.685962] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:20.689389] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-11T20:23:20.689694] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-11T20:23:20.689824] [INFO ] [sig       ] FHI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:20.850162] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FHI.txt
[2025-12-11T20:23:20.850315] [INFO ] [sig       ] [1243/3605] Completed FHI in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-11T20:23:20.850354] [INFO ] [sig       ] [1244/3605] Forecasting FHN...
[2025-12-11T20:23:20.850384] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-11T20:23:20.850413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-11T20:23:20.862075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-11T20:23:20.862428] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-11T20:23:20.863239] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-11T20:23:20.863290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:20.863322] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:20.863348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:20.863405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:20.923508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:20.924421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:20.924505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:20.924538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:21.044475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:21.044648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:21.044688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:21.044748] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:21.048268] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-11T20:23:21.048562] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-11T20:23:21.048712] [INFO ] [sig       ] FHN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:21.197949] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FHN.txt
[2025-12-11T20:23:21.198124] [INFO ] [sig       ] [1244/3605] Completed FHN in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-11T20:23:21.198164] [INFO ] [sig       ] [1245/3605] Forecasting FHTX...
[2025-12-11T20:23:21.198194] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-11T20:23:21.198223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-11T20:23:21.210177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-11T20:23:21.210591] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-11T20:23:21.211377] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-11T20:23:21.211429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:21.211460] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:21.211487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:21.211542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:21.268934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:21.269926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:21.270011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:21.270042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:21.395351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:21.395542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:21.395606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:21.395636] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:21.399425] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=20.92%)
[2025-12-11T20:23:21.399938] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-11T20:23:21.400141] [INFO ] [sig       ] FHTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:21.578510] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FHTX.txt
[2025-12-11T20:23:21.578743] [INFO ] [sig       ] [1245/3605] Completed FHTX in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:21.578805] [INFO ] [sig       ] [1246/3605] Forecasting FIBK...
[2025-12-11T20:23:21.578849] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-11T20:23:21.578888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-11T20:23:21.593497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-11T20:23:21.593997] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-11T20:23:21.595063] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-11T20:23:21.595142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:21.595198] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:21.595243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:21.595330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:21.677745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:21.678708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:21.678805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:21.678839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:21.796268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:21.796425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:21.796463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:21.796491] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:21.800099] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-11T20:23:21.800465] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-11T20:23:21.800619] [INFO ] [sig       ] FIBK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:21.945497] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FIBK.txt
[2025-12-11T20:23:21.945686] [INFO ] [sig       ] [1246/3605] Completed FIBK in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:21.945726] [INFO ] [sig       ] [1247/3605] Forecasting FICO...
[2025-12-11T20:23:21.945755] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-11T20:23:21.945791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-11T20:23:21.958779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-11T20:23:21.959159] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-11T20:23:21.960021] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-11T20:23:21.960080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:21.960125] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:21.960155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:21.960212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:22.032767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:22.033677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:22.033761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:22.033795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:22.154068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:22.154223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:22.154264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:22.154292] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:22.157656] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-11T20:23:22.157967] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-11T20:23:22.158095] [INFO ] [sig       ] FICO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:22.297008] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FICO.txt
[2025-12-11T20:23:22.297166] [INFO ] [sig       ] [1247/3605] Completed FICO in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:22.297204] [INFO ] [sig       ] [1248/3605] Forecasting FICS...
[2025-12-11T20:23:22.297233] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-11T20:23:22.297263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-11T20:23:22.308872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-11T20:23:22.309254] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-11T20:23:22.310053] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-11T20:23:22.310110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:22.310141] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:22.310167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:22.310222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:22.366831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:22.367696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:22.367781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:22.367813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:22.489901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:22.490059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:22.490100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:22.490130] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:22.493411] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=27.56%)
[2025-12-11T20:23:22.493700] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-11T20:23:22.493822] [INFO ] [sig       ] FICS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:22.634533] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FICS.txt
[2025-12-11T20:23:22.634708] [INFO ] [sig       ] [1248/3605] Completed FICS in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:22.634749] [INFO ] [sig       ] [1249/3605] Forecasting FID...
[2025-12-11T20:23:22.634779] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-11T20:23:22.634808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-11T20:23:22.646385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-11T20:23:22.646748] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-11T20:23:22.647495] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-11T20:23:22.647545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:22.647597] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:22.647625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:22.647680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:22.706407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:22.707280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:22.707362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:22.707394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:22.825204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:22.825361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:22.825400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:22.825428] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:22.828879] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-12-11T20:23:22.829196] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-11T20:23:22.829334] [INFO ] [sig       ] FID: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:22.967412] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FID.txt
[2025-12-11T20:23:22.967543] [INFO ] [sig       ] [1249/3605] Completed FID in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:22.967612] [INFO ] [sig       ] [1250/3605] Forecasting FIGS...
[2025-12-11T20:23:22.967644] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-11T20:23:22.967672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-11T20:23:22.978851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-11T20:23:22.979127] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-11T20:23:22.979887] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-11T20:23:22.979938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:22.979968] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:22.979994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:22.980049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:23.036833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:23.037497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:23.037596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:23.037633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:23.155879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:23.156026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:23.156065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:23.156094] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:23.159444] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-11T20:23:23.159725] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-11T20:23:23.159846] [INFO ] [sig       ] FIGS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:23.295766] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FIGS.txt
[2025-12-11T20:23:23.295899] [INFO ] [sig       ] [1250/3605] Completed FIGS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:23.295936] [INFO ] [sig       ] [1251/3605] Forecasting FIHL...
[2025-12-11T20:23:23.295966] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-11T20:23:23.295994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-11T20:23:23.308216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-11T20:23:23.308660] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-11T20:23:23.309451] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-11T20:23:23.309502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:23.309533] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:23.309558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:23.309637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:23.367440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:23.368465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:23.368612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:23.368648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:23.492891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:23.493053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:23.493094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:23.493124] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:23.496602] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=11.71%)
[2025-12-11T20:23:23.496914] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-11T20:23:23.497049] [INFO ] [sig       ] FIHL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:23.659990] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FIHL.txt
[2025-12-11T20:23:23.660162] [INFO ] [sig       ] [1251/3605] Completed FIHL in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:23.660208] [INFO ] [sig       ] [1252/3605] Forecasting FINS...
[2025-12-11T20:23:23.660243] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-11T20:23:23.660277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-11T20:23:23.672374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-11T20:23:23.672797] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-11T20:23:23.673659] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-11T20:23:23.673712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:23.673743] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:23.673769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:23.673824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:23.730163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:23.731081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:23.731166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:23.731198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:23.849467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:23.849643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:23.849684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:23.849712] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:23.853114] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-11T20:23:23.853433] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-11T20:23:23.853569] [INFO ] [sig       ] FINS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:23.994409] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FINS.txt
[2025-12-11T20:23:23.994558] [INFO ] [sig       ] [1252/3605] Completed FINS in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:23.994616] [INFO ] [sig       ] [1253/3605] Forecasting FINX...
[2025-12-11T20:23:23.994646] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-11T20:23:23.994674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-11T20:23:24.005620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-11T20:23:24.005933] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-11T20:23:24.006725] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-11T20:23:24.006775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:24.006806] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:24.006832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:24.006888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:24.067676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:24.068659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:24.068744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:24.068776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:24.187528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:24.187714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:24.187756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:24.187783] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:24.191115] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-11T20:23:24.191388] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-11T20:23:24.191511] [INFO ] [sig       ] FINX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:24.331120] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FINX.txt
[2025-12-11T20:23:24.331268] [INFO ] [sig       ] [1253/3605] Completed FINX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:24.331307] [INFO ] [sig       ] [1254/3605] Forecasting FIP...
[2025-12-11T20:23:24.331335] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-11T20:23:24.331364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-11T20:23:24.343041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-11T20:23:24.343407] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-11T20:23:24.344186] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-11T20:23:24.344237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:24.344268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:24.344294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:24.344349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:24.401075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:24.401931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:24.402014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:24.402044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:24.523124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:24.523252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:24.523291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:24.523319] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:24.526540] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-12-11T20:23:24.526813] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-11T20:23:24.526932] [INFO ] [sig       ] FIP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:24.672142] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FIP.txt
[2025-12-11T20:23:24.672307] [INFO ] [sig       ] [1254/3605] Completed FIP in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-11T20:23:24.672348] [INFO ] [sig       ] [1255/3605] Forecasting FIS...
[2025-12-11T20:23:24.672379] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-11T20:23:24.672409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-11T20:23:24.683831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-11T20:23:24.684153] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-11T20:23:24.685026] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-11T20:23:24.685086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:24.685133] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:24.685176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:24.685259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:24.749077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:24.749930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:24.750012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:24.750045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:24.875582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:24.875724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:24.875766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:24.875795] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:24.879327] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=86.41%)
[2025-12-11T20:23:24.879615] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-11T20:23:24.879739] [INFO ] [sig       ] FIS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:25.029399] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FIS.txt
[2025-12-11T20:23:25.029558] [INFO ] [sig       ] [1255/3605] Completed FIS in 0.4s | 2.92 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-11T20:23:25.029634] [INFO ] [sig       ] [1256/3605] Forecasting FISI...
[2025-12-11T20:23:25.029668] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-11T20:23:25.029699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-11T20:23:25.041290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-11T20:23:25.041622] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-11T20:23:25.042456] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-11T20:23:25.042532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:25.042607] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:25.042643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:25.042734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:25.103279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:25.104155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:25.104242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:25.104274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:25.223852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:25.223992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:25.224032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:25.224058] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:25.227307] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-11T20:23:25.227587] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-11T20:23:25.227708] [INFO ] [sig       ] FISI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:25.367678] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FISI.txt
[2025-12-11T20:23:25.367808] [INFO ] [sig       ] [1256/3605] Completed FISI in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-11T20:23:25.367863] [INFO ] [sig       ] [1257/3605] Forecasting FITB...
[2025-12-11T20:23:25.367895] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-11T20:23:25.367923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-11T20:23:25.378804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-11T20:23:25.379089] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-11T20:23:25.379872] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-11T20:23:25.379923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:25.379954] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:25.379980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:25.380034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:25.435788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:25.436521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:25.436618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:25.436652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:25.556879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:25.557025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:25.557063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:25.557091] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:25.560363] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=63.31%)
[2025-12-11T20:23:25.560646] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-11T20:23:25.560767] [INFO ] [sig       ] FITB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:25.697938] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FITB.txt
[2025-12-11T20:23:25.698058] [INFO ] [sig       ] [1257/3605] Completed FITB in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-11T20:23:25.698095] [INFO ] [sig       ] [1258/3605] Forecasting FITBI...
[2025-12-11T20:23:25.698124] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-11T20:23:25.698153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-11T20:23:25.708699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-11T20:23:25.708960] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-11T20:23:25.709733] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-11T20:23:25.709784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:25.709839] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:25.709871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:25.709945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:25.767350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:25.767985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:25.768058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:25.768089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:25.895776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:25.895887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:25.895923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:25.895950] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:25.899881] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=92.86%)
[2025-12-11T20:23:25.900141] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-11T20:23:25.900285] [INFO ] [sig       ] FITBI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:26.041887] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FITBI.txt
[2025-12-11T20:23:26.042007] [INFO ] [sig       ] [1258/3605] Completed FITBI in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-11T20:23:26.042044] [INFO ] [sig       ] [1259/3605] Forecasting FITBO...
[2025-12-11T20:23:26.042072] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-11T20:23:26.042101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-11T20:23:26.053078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-11T20:23:26.053350] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-11T20:23:26.054115] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-11T20:23:26.054166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:26.054197] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:26.054223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:26.054278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:26.110206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:26.110832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:26.110909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:26.110939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:26.228563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:26.228716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:26.228758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:26.228785] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:26.232069] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-11T20:23:26.232330] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-11T20:23:26.232449] [INFO ] [sig       ] FITBO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:26.368785] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FITBO.txt
[2025-12-11T20:23:26.368934] [INFO ] [sig       ] [1259/3605] Completed FITBO in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-11T20:23:26.368973] [INFO ] [sig       ] [1260/3605] Forecasting FIVE...
[2025-12-11T20:23:26.369002] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-11T20:23:26.369030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-11T20:23:26.379983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-11T20:23:26.380253] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-11T20:23:26.381016] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-11T20:23:26.381066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:26.381098] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:26.381125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:26.381181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:26.437007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:26.437844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:26.437933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:26.437965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:26.560324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:26.560481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:26.560520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:26.560547] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:26.563909] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=39.37%)
[2025-12-11T20:23:26.564193] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-11T20:23:26.564323] [INFO ] [sig       ] FIVE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:26.703346] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FIVE.txt
[2025-12-11T20:23:26.703503] [INFO ] [sig       ] [1260/3605] Completed FIVE in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-11T20:23:26.703542] [INFO ] [sig       ] [1261/3605] Forecasting FIVN...
[2025-12-11T20:23:26.703591] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-11T20:23:26.703635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-11T20:23:26.715205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-11T20:23:26.715589] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-11T20:23:26.716414] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-11T20:23:26.716466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:26.716497] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:26.716522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:26.716593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:26.777806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:26.778840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:26.778929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:26.778961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:26.902674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:26.902826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:26.902873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:26.902947] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:26.906400] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=34.49%)
[2025-12-11T20:23:26.906718] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-11T20:23:26.906848] [INFO ] [sig       ] FIVN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:27.047280] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FIVN.txt
[2025-12-11T20:23:27.047439] [INFO ] [sig       ] [1261/3605] Completed FIVN in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-11T20:23:27.047481] [INFO ] [sig       ] [1262/3605] Forecasting FIX...
[2025-12-11T20:23:27.047510] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-11T20:23:27.047541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-11T20:23:27.058783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-11T20:23:27.059149] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-11T20:23:27.059946] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-11T20:23:27.059996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:27.060028] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:27.060054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:27.060110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:27.117526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:27.118409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:27.118497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:27.118530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:27.236940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:27.237095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:27.237133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:27.237162] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:27.240482] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-11T20:23:27.240777] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-11T20:23:27.240899] [INFO ] [sig       ] FIX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:27.399061] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FIX.txt
[2025-12-11T20:23:27.399214] [INFO ] [sig       ] [1262/3605] Completed FIX in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-11T20:23:27.399253] [INFO ] [sig       ] [1263/3605] Forecasting FIXD...
[2025-12-11T20:23:27.399282] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-11T20:23:27.399311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-11T20:23:27.411195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-11T20:23:27.411590] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-11T20:23:27.412348] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-11T20:23:27.412399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:27.412430] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:27.412455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:27.412511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:27.470316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:27.471148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:27.471231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:27.471262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:27.596939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:27.597116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:27.597158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:27.597188] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:27.600920] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=15.84%)
[2025-12-11T20:23:27.601320] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-11T20:23:27.601473] [INFO ] [sig       ] FIXD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:27.744125] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FIXD.txt
[2025-12-11T20:23:27.744294] [INFO ] [sig       ] [1263/3605] Completed FIXD in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:27.744332] [INFO ] [sig       ] [1264/3605] Forecasting FIZZ...
[2025-12-11T20:23:27.744361] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-11T20:23:27.744390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-11T20:23:27.756170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-11T20:23:27.756635] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-11T20:23:27.757445] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-11T20:23:27.757504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:27.757535] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:27.757561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:27.757648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:27.813423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:27.814334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:27.814422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:27.814453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:27.937626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:27.937810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:27.937881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:27.937910] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:27.941361] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-11T20:23:27.941677] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-11T20:23:27.941805] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:28.081611] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FIZZ.txt
[2025-12-11T20:23:28.081745] [INFO ] [sig       ] [1264/3605] Completed FIZZ in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:28.081783] [INFO ] [sig       ] [1265/3605] Forecasting FJP...
[2025-12-11T20:23:28.081812] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-11T20:23:28.081841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-11T20:23:28.094751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-11T20:23:28.095144] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-11T20:23:28.095939] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-11T20:23:28.095990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:28.096021] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:28.096047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:28.096101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:28.152482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:28.153439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:28.153522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:28.153553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:28.263025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:28.263179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:28.263219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:28.263247] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:28.266557] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-12-11T20:23:28.266863] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-11T20:23:28.266987] [INFO ] [sig       ] FJP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:28.406125] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FJP.txt
[2025-12-11T20:23:28.406276] [INFO ] [sig       ] [1265/3605] Completed FJP in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:28.406314] [INFO ] [sig       ] [1266/3605] Forecasting FLEX...
[2025-12-11T20:23:28.406342] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-11T20:23:28.406370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-11T20:23:28.417950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-11T20:23:28.418237] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-11T20:23:28.418997] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-11T20:23:28.419047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:28.419077] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:28.419103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:28.419158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:28.475055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:28.475922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:28.476005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:28.476036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:28.596115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:28.596280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:28.596330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:28.596363] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:28.599906] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-11T20:23:28.600202] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-11T20:23:28.600330] [INFO ] [sig       ] FLEX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:28.741711] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FLEX.txt
[2025-12-11T20:23:28.741868] [INFO ] [sig       ] [1266/3605] Completed FLEX in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:28.741907] [INFO ] [sig       ] [1267/3605] Forecasting FLGC...
[2025-12-11T20:23:28.741936] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-11T20:23:28.741965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-11T20:23:28.757347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-11T20:23:28.757868] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-11T20:23:28.759041] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-11T20:23:28.759111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:28.759176] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:28.759219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:28.759305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:28.821314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:28.822195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:28.822283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:28.822316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:28.938735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:28.938890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:28.938933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:28.938962] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:28.942352] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-11T20:23:28.942679] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-11T20:23:28.942811] [INFO ] [sig       ] FLGC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:29.082721] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FLGC.txt
[2025-12-11T20:23:29.082871] [INFO ] [sig       ] [1267/3605] Completed FLGC in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:29.082909] [INFO ] [sig       ] [1268/3605] Forecasting FLL...
[2025-12-11T20:23:29.082938] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-11T20:23:29.082967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-11T20:23:29.094359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-11T20:23:29.094755] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-11T20:23:29.095543] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-11T20:23:29.095620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:29.095655] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:29.095683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:29.095740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:29.153979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:29.154901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:29.155028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:29.155064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:29.274263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:29.274427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:29.274468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:29.274496] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:29.278248] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-11T20:23:29.278673] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-11T20:23:29.278835] [INFO ] [sig       ] FLL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:29.421618] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FLL.txt
[2025-12-11T20:23:29.421772] [INFO ] [sig       ] [1268/3605] Completed FLL in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:29.421810] [INFO ] [sig       ] [1269/3605] Forecasting FLNC...
[2025-12-11T20:23:29.421841] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-11T20:23:29.421870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-11T20:23:29.433766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-11T20:23:29.434164] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-11T20:23:29.434974] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-11T20:23:29.435025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:29.435056] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:29.435082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:29.435137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:29.494756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:29.495637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:29.495720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:29.495753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:29.618459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:29.618646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:29.618689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:29.618718] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:29.622190] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-11T20:23:29.622481] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-11T20:23:29.622629] [INFO ] [sig       ] FLNC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:29.765742] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FLNC.txt
[2025-12-11T20:23:29.765883] [INFO ] [sig       ] [1269/3605] Completed FLNC in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:29.765920] [INFO ] [sig       ] [1270/3605] Forecasting FLNG...
[2025-12-11T20:23:29.765949] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-11T20:23:29.765977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-11T20:23:29.777438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-11T20:23:29.777789] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-11T20:23:29.778602] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-11T20:23:29.778654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:29.778687] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:29.778714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:29.778769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:29.836920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:29.837853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:29.837944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:29.837977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:29.954403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:29.954558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:29.954617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:29.954645] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:29.957997] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-11T20:23:29.958291] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-11T20:23:29.958419] [INFO ] [sig       ] FLNG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:30.114629] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FLNG.txt
[2025-12-11T20:23:30.114785] [INFO ] [sig       ] [1270/3605] Completed FLNG in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:30.114850] [INFO ] [sig       ] [1271/3605] Forecasting FLO...
[2025-12-11T20:23:30.114885] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-11T20:23:30.114950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-11T20:23:30.130892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-11T20:23:30.131486] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-11T20:23:30.132544] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-11T20:23:30.132625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:30.132665] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:30.132698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:30.132773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:30.199943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:30.201182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:30.201285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:30.201323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:30.330195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:30.330353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:30.330394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:30.330423] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:30.334174] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-11T20:23:30.334477] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-11T20:23:30.334627] [INFO ] [sig       ] FLO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:30.473691] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FLO.txt
[2025-12-11T20:23:30.474005] [INFO ] [sig       ] [1271/3605] Completed FLO in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:30.474055] [INFO ] [sig       ] [1272/3605] Forecasting FLS...
[2025-12-11T20:23:30.474085] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-11T20:23:30.474116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-11T20:23:30.488609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-11T20:23:30.489048] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-11T20:23:30.490000] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-11T20:23:30.490053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:30.490086] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:30.490113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:30.490170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:30.551350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:30.552611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:30.552720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:30.552754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:30.678814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:30.679079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:30.679127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:30.679157] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:30.683000] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=62.87%)
[2025-12-11T20:23:30.683316] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-11T20:23:30.683476] [INFO ] [sig       ] FLS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:30.830970] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FLS.txt
[2025-12-11T20:23:30.831212] [INFO ] [sig       ] [1272/3605] Completed FLS in 0.4s | 2.92 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-11T20:23:30.831258] [INFO ] [sig       ] [1273/3605] Forecasting FLUX...
[2025-12-11T20:23:30.831287] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-11T20:23:30.831318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-11T20:23:30.847444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-11T20:23:30.848009] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-11T20:23:30.848976] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-11T20:23:30.849032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:30.849066] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:30.849091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:30.849148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:30.906667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:30.907728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:30.907854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:30.907889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:31.039133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:31.039384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:31.039434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:31.039467] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:31.044610] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=25.50%)
[2025-12-11T20:23:31.045044] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-11T20:23:31.045232] [INFO ] [sig       ] FLUX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:31.204087] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FLUX.txt
[2025-12-11T20:23:31.204306] [INFO ] [sig       ] [1273/3605] Completed FLUX in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-11T20:23:31.204348] [INFO ] [sig       ] [1274/3605] Forecasting FLWS...
[2025-12-11T20:23:31.204380] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-11T20:23:31.204411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-11T20:23:31.217991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-11T20:23:31.218518] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-11T20:23:31.219691] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-11T20:23:31.219757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:31.219803] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:31.219843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:31.219925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:31.285977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:31.287065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:31.287163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:31.287197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:31.410107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:31.410330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:31.410376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:31.410432] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:31.414972] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-12-11T20:23:31.415377] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-11T20:23:31.415596] [INFO ] [sig       ] FLWS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:31.561248] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FLWS.txt
[2025-12-11T20:23:31.561476] [INFO ] [sig       ] [1274/3605] Completed FLWS in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-11T20:23:31.561522] [INFO ] [sig       ] [1275/3605] Forecasting FLXS...
[2025-12-11T20:23:31.561552] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-11T20:23:31.561602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-11T20:23:31.576343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-11T20:23:31.576938] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-11T20:23:31.577942] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-11T20:23:31.577996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:31.578068] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:31.578105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:31.578172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:31.639986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:31.641357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:31.641667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:31.641705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:31.772969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:31.773208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:31.773255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:31.773284] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:31.777722] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-11T20:23:31.778056] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-11T20:23:31.778192] [INFO ] [sig       ] FLXS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:31.930424] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FLXS.txt
[2025-12-11T20:23:31.930867] [INFO ] [sig       ] [1275/3605] Completed FLXS in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-11T20:23:31.930931] [INFO ] [sig       ] [1276/3605] Forecasting FLYE...
[2025-12-11T20:23:31.930980] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-11T20:23:31.931025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-11T20:23:31.948821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-11T20:23:31.949298] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-11T20:23:31.950865] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-11T20:23:31.950932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:31.950980] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:31.951021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:31.951117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:32.020201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:32.021154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:32.021329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:32.021366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:32.138049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:32.138210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:32.138251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:32.138280] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:32.141820] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2025-12-11T20:23:32.142137] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-11T20:23:32.142271] [INFO ] [sig       ] FLYE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:32.279718] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FLYE.txt
[2025-12-11T20:23:32.279873] [INFO ] [sig       ] [1276/3605] Completed FLYE in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-11T20:23:32.279912] [INFO ] [sig       ] [1277/3605] Forecasting FMAO...
[2025-12-11T20:23:32.279940] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-11T20:23:32.279968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-11T20:23:32.291911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-11T20:23:32.292326] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-11T20:23:32.293121] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-11T20:23:32.293172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:32.293204] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:32.293230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:32.293285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:32.350246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:32.351134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:32.351218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:32.351252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:32.460522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:32.460686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:32.460727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:32.460755] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:32.464024] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=70.50%)
[2025-12-11T20:23:32.464291] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-11T20:23:32.464414] [INFO ] [sig       ] FMAO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:32.606131] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FMAO.txt
[2025-12-11T20:23:32.606289] [INFO ] [sig       ] [1277/3605] Completed FMAO in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-11T20:23:32.606331] [INFO ] [sig       ] [1278/3605] Forecasting FMB...
[2025-12-11T20:23:32.606362] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-11T20:23:32.606395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-11T20:23:32.617862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-11T20:23:32.618260] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-11T20:23:32.619129] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-11T20:23:32.619183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:32.619227] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:32.619254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:32.619311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:32.676404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:32.677321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:32.677415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:32.677449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:32.802720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:32.802871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:32.802913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:32.802981] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:32.807465] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-11T20:23:32.807875] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-11T20:23:32.808025] [INFO ] [sig       ] FMB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:32.950440] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FMB.txt
[2025-12-11T20:23:32.950606] [INFO ] [sig       ] [1278/3605] Completed FMB in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-11T20:23:32.950646] [INFO ] [sig       ] [1279/3605] Forecasting FMBH...
[2025-12-11T20:23:32.950676] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-11T20:23:32.950705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-11T20:23:32.961444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-11T20:23:32.961831] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-11T20:23:32.962597] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-11T20:23:32.962647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:32.962677] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:32.962703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:32.962758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:33.021102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:33.021979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:33.022064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:33.022098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:33.141808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:33.141958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:33.142000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:33.142028] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:33.145495] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-11T20:23:33.145795] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-11T20:23:33.145923] [INFO ] [sig       ] FMBH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:33.282339] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FMBH.txt
[2025-12-11T20:23:33.282472] [INFO ] [sig       ] [1279/3605] Completed FMBH in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-11T20:23:33.282519] [INFO ] [sig       ] [1280/3605] Forecasting FMC...
[2025-12-11T20:23:33.282550] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-11T20:23:33.282598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-11T20:23:33.293888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-11T20:23:33.294192] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-11T20:23:33.295000] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-11T20:23:33.295053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:33.295085] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:33.295111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:33.295169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:33.353223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:33.353984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:33.354065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:33.354098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:33.477361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:33.477511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:33.477553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:33.477623] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:33.481095] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-12-11T20:23:33.481373] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-11T20:23:33.481501] [INFO ] [sig       ] FMC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:33.621564] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FMC.txt
[2025-12-11T20:23:33.621734] [INFO ] [sig       ] [1280/3605] Completed FMC in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:33.621775] [INFO ] [sig       ] [1281/3605] Forecasting FMHI...
[2025-12-11T20:23:33.621805] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-11T20:23:33.621836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-11T20:23:33.632991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-11T20:23:33.633326] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-11T20:23:33.634135] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-11T20:23:33.634187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:33.634220] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:33.634247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:33.634303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:33.693195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:33.693951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:33.694033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:33.694066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:33.812653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:33.812805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:33.812846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:33.812874] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:33.816282] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=54.85%)
[2025-12-11T20:23:33.816593] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-11T20:23:33.816727] [INFO ] [sig       ] FMHI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:33.965385] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FMHI.txt
[2025-12-11T20:23:33.965537] [INFO ] [sig       ] [1281/3605] Completed FMHI in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:33.965592] [INFO ] [sig       ] [1282/3605] Forecasting FMN...
[2025-12-11T20:23:33.965630] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-11T20:23:33.965660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-11T20:23:33.977678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-11T20:23:33.978057] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-11T20:23:33.978856] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-11T20:23:33.978909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:33.978941] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:33.978968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:33.979027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:34.043661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:34.044537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:34.044638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:34.044673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:34.161895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:34.162051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:34.162091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:34.162118] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:34.165662] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-11T20:23:34.165939] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-11T20:23:34.166062] [INFO ] [sig       ] FMN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:34.310743] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FMN.txt
[2025-12-11T20:23:34.310893] [INFO ] [sig       ] [1282/3605] Completed FMN in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:34.310933] [INFO ] [sig       ] [1283/3605] Forecasting FMNB...
[2025-12-11T20:23:34.310962] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-11T20:23:34.310990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-11T20:23:34.322671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-11T20:23:34.323023] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-11T20:23:34.324051] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-11T20:23:34.324111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:34.324144] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:34.324170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:34.324228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:34.387193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:34.388101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:34.388184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:34.388217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:34.502354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:34.502508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:34.502547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:34.502592] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:34.505876] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=82.77%)
[2025-12-11T20:23:34.506144] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-11T20:23:34.506262] [INFO ] [sig       ] FMNB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:34.664351] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FMNB.txt
[2025-12-11T20:23:34.664505] [INFO ] [sig       ] [1283/3605] Completed FMNB in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:34.664542] [INFO ] [sig       ] [1284/3605] Forecasting FMS...
[2025-12-11T20:23:34.664590] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-11T20:23:34.664622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-11T20:23:34.676080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-11T20:23:34.676461] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-11T20:23:34.677256] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-11T20:23:34.677309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:34.677339] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:34.677364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:34.677422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:34.734506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:34.735352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:34.735439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:34.735470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:34.860485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:34.860660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:34.860703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:34.860736] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:34.865237] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-12-11T20:23:34.865679] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-11T20:23:34.865866] [INFO ] [sig       ] FMS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:35.017146] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FMS.txt
[2025-12-11T20:23:35.017300] [INFO ] [sig       ] [1284/3605] Completed FMS in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:35.017339] [INFO ] [sig       ] [1285/3605] Forecasting FMX...
[2025-12-11T20:23:35.017370] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-11T20:23:35.017401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-11T20:23:35.028721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-11T20:23:35.029085] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-11T20:23:35.029906] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-11T20:23:35.029958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:35.029988] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:35.030014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:35.030070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:35.087915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:35.088784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:35.088895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:35.088928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:35.211820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:35.211979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:35.212023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:35.212070] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:35.215486] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-11T20:23:35.215806] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-11T20:23:35.215949] [INFO ] [sig       ] FMX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:35.360058] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FMX.txt
[2025-12-11T20:23:35.360213] [INFO ] [sig       ] [1285/3605] Completed FMX in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:35.360254] [INFO ] [sig       ] [1286/3605] Forecasting FN...
[2025-12-11T20:23:35.360284] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-11T20:23:35.360314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-11T20:23:35.371944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-11T20:23:35.372357] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-11T20:23:35.373314] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-11T20:23:35.373369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:35.373402] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:35.373432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:35.373489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:35.434530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:35.435441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:35.435544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:35.435599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:35.557096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:35.557274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:35.557314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:35.557341] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:35.560778] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-11T20:23:35.561060] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-11T20:23:35.561181] [INFO ] [sig       ] FN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:35.700006] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FN.txt
[2025-12-11T20:23:35.700159] [INFO ] [sig       ] [1286/3605] Completed FN in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:35.700200] [INFO ] [sig       ] [1287/3605] Forecasting FNB...
[2025-12-11T20:23:35.700229] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-11T20:23:35.700257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-11T20:23:35.711418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-11T20:23:35.711759] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-11T20:23:35.712589] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-11T20:23:35.712641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:35.712672] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:35.712697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:35.712752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:35.769338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:35.770399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:35.770506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:35.770545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:35.905716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:35.905873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:35.905914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:35.905943] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:35.909394] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=47.61%)
[2025-12-11T20:23:35.909721] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-11T20:23:35.909847] [INFO ] [sig       ] FNB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:36.060280] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FNB.txt
[2025-12-11T20:23:36.060461] [INFO ] [sig       ] [1287/3605] Completed FNB in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:36.060509] [INFO ] [sig       ] [1288/3605] Forecasting FND...
[2025-12-11T20:23:36.060538] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-11T20:23:36.060590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-11T20:23:36.074194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-11T20:23:36.074609] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-11T20:23:36.075432] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-11T20:23:36.075489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:36.075523] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:36.075550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:36.075628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:36.134792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:36.135875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:36.135961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:36.135992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:36.255476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:36.255644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:36.255684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:36.255712] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:36.259033] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-11T20:23:36.259303] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-11T20:23:36.259437] [INFO ] [sig       ] FND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:36.397120] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FND.txt
[2025-12-11T20:23:36.397255] [INFO ] [sig       ] [1288/3605] Completed FND in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:36.397293] [INFO ] [sig       ] [1289/3605] Forecasting FNF...
[2025-12-11T20:23:36.397322] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-11T20:23:36.397351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-11T20:23:36.409354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-11T20:23:36.409648] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-11T20:23:36.410400] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-11T20:23:36.410450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:36.410481] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:36.410506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:36.410560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:36.467109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:36.467740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:36.467837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:36.467872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:36.582784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:36.582903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:36.582940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:36.582967] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:36.586125] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=28.46%)
[2025-12-11T20:23:36.586385] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-11T20:23:36.586505] [INFO ] [sig       ] FNF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:36.723922] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FNF.txt
[2025-12-11T20:23:36.724035] [INFO ] [sig       ] [1289/3605] Completed FNF in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-11T20:23:36.724072] [INFO ] [sig       ] [1290/3605] Forecasting FNKO...
[2025-12-11T20:23:36.724100] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-11T20:23:36.724129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-11T20:23:36.735488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-11T20:23:36.735790] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-11T20:23:36.736960] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-11T20:23:36.737010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:36.737041] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:36.737067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:36.737122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:36.793698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:36.794274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:36.794348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:36.794379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:36.911186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:36.911312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:36.911348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:36.911375] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:36.914556] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-11T20:23:36.914836] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-11T20:23:36.914954] [INFO ] [sig       ] FNKO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:37.051198] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FNKO.txt
[2025-12-11T20:23:37.051319] [INFO ] [sig       ] [1290/3605] Completed FNKO in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-11T20:23:37.051357] [INFO ] [sig       ] [1291/3605] Forecasting FNLC...
[2025-12-11T20:23:37.051384] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-11T20:23:37.051411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-11T20:23:37.062467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-11T20:23:37.062831] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-11T20:23:37.063597] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-11T20:23:37.063659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:37.063691] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:37.063718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:37.063773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:37.119595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:37.120308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:37.120383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:37.120415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:37.225421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:37.225598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:37.225640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:37.225668] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:37.229053] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-12-11T20:23:37.229331] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-11T20:23:37.229460] [INFO ] [sig       ] FNLC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:37.369123] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FNLC.txt
[2025-12-11T20:23:37.369282] [INFO ] [sig       ] [1291/3605] Completed FNLC in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-11T20:23:37.369322] [INFO ] [sig       ] [1292/3605] Forecasting FNX...
[2025-12-11T20:23:37.369351] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-11T20:23:37.369380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-11T20:23:37.381874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-11T20:23:37.382205] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-11T20:23:37.383014] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-11T20:23:37.383066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:37.383125] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:37.383154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:37.383210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:37.461887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:37.463087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:37.463189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:37.463223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:37.585825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:37.586097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:37.586149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:37.586177] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:37.590658] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-11T20:23:37.591165] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-11T20:23:37.591340] [INFO ] [sig       ] FNX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:37.744645] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FNX.txt
[2025-12-11T20:23:37.744865] [INFO ] [sig       ] [1292/3605] Completed FNX in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-11T20:23:37.744910] [INFO ] [sig       ] [1293/3605] Forecasting FNY...
[2025-12-11T20:23:37.744943] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-11T20:23:37.744976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-11T20:23:37.759309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-11T20:23:37.759889] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-11T20:23:37.760948] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-11T20:23:37.761001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:37.761034] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:37.761060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:37.761118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:37.821017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:37.822184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:37.822306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:37.822340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:37.940731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:37.940983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:37.941030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:37.941060] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:37.946597] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-11T20:23:37.947321] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-11T20:23:37.947607] [INFO ] [sig       ] FNY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:38.114753] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FNY.txt
[2025-12-11T20:23:38.114952] [INFO ] [sig       ] [1293/3605] Completed FNY in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-11T20:23:38.114996] [INFO ] [sig       ] [1294/3605] Forecasting FOA...
[2025-12-11T20:23:38.115028] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-11T20:23:38.115059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-11T20:23:38.129111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-11T20:23:38.129627] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-11T20:23:38.130544] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-11T20:23:38.130617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:38.130839] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:38.130867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:38.130931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:38.192145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:38.193225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:38.193319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:38.193352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:38.320920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:38.321148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:38.321194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:38.321224] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:38.325089] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-11T20:23:38.325429] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-11T20:23:38.325566] [INFO ] [sig       ] FOA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:38.475023] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FOA.txt
[2025-12-11T20:23:38.475296] [INFO ] [sig       ] [1294/3605] Completed FOA in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-11T20:23:38.475348] [INFO ] [sig       ] [1295/3605] Forecasting FOF...
[2025-12-11T20:23:38.475379] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-11T20:23:38.475422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-11T20:23:38.489487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-11T20:23:38.490003] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-11T20:23:38.490942] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-11T20:23:38.490995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:38.491027] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:38.491053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:38.491109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:38.552013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:38.553154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:38.553271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:38.553314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:38.668336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:38.668560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:38.668620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:38.668649] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:38.672552] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-11T20:23:38.672862] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-11T20:23:38.672991] [INFO ] [sig       ] FOF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:38.814965] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FOF.txt
[2025-12-11T20:23:38.815173] [INFO ] [sig       ] [1295/3605] Completed FOF in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-11T20:23:38.815216] [INFO ] [sig       ] [1296/3605] Forecasting FOLD...
[2025-12-11T20:23:38.815244] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-11T20:23:38.815274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-11T20:23:38.828565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-11T20:23:38.829124] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-11T20:23:38.830003] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-11T20:23:38.830055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:38.830086] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:38.830111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:38.830169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:38.889650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:38.891015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:38.891109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:38.891141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:39.014395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:39.014643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:39.014689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:39.014725] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:39.018484] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-12-11T20:23:39.019008] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-11T20:23:39.019188] [INFO ] [sig       ] FOLD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:39.164785] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FOLD.txt
[2025-12-11T20:23:39.164983] [INFO ] [sig       ] [1296/3605] Completed FOLD in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-11T20:23:39.165024] [INFO ] [sig       ] [1297/3605] Forecasting FORM...
[2025-12-11T20:23:39.165054] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-11T20:23:39.165084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-11T20:23:39.177990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-11T20:23:39.178459] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-11T20:23:39.179323] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-11T20:23:39.179378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:39.179409] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:39.179435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:39.179491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:39.237425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:39.238510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:39.238630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:39.238667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:39.362028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:39.362269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:39.362318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:39.362346] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:39.366380] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-11T20:23:39.366761] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-11T20:23:39.366906] [INFO ] [sig       ] FORM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:39.516668] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FORM.txt
[2025-12-11T20:23:39.516854] [INFO ] [sig       ] [1297/3605] Completed FORM in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-11T20:23:39.516894] [INFO ] [sig       ] [1298/3605] Forecasting FOSL...
[2025-12-11T20:23:39.516924] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-11T20:23:39.516955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-11T20:23:39.530950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-11T20:23:39.531419] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-11T20:23:39.532515] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-11T20:23:39.532595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:39.532632] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:39.532851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:39.532910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:39.593515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:39.594611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:39.594711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:39.594748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:39.716844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:39.717091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:39.717178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:39.717218] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:39.721375] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-11T20:23:39.721704] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-11T20:23:39.721832] [INFO ] [sig       ] FOSL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:39.869657] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FOSL.txt
[2025-12-11T20:23:39.869847] [INFO ] [sig       ] [1298/3605] Completed FOSL in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-11T20:23:39.869892] [INFO ] [sig       ] [1299/3605] Forecasting FOX...
[2025-12-11T20:23:39.869920] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-11T20:23:39.869951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-11T20:23:39.882518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-11T20:23:39.882973] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-11T20:23:39.884018] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-11T20:23:39.884070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:39.884102] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:39.884127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:39.884187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:39.944961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:39.946030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:39.946124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:39.946157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:40.071434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:40.071677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:40.071722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:40.071751] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:40.075522] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-12-11T20:23:40.075833] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-11T20:23:40.075962] [INFO ] [sig       ] FOX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:40.220110] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FOX.txt
[2025-12-11T20:23:40.220339] [INFO ] [sig       ] [1299/3605] Completed FOX in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-11T20:23:40.220382] [INFO ] [sig       ] [1300/3605] Forecasting FOXA...
[2025-12-11T20:23:40.220411] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-11T20:23:40.220444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-11T20:23:40.234220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-11T20:23:40.234784] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-11T20:23:40.235701] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-11T20:23:40.235752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:40.235785] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:40.235811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:40.235869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:40.294668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:40.295805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:40.295905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:40.295939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:40.415218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:40.415452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:40.415498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:40.415525] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:40.419449] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-11T20:23:40.419785] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-11T20:23:40.419920] [INFO ] [sig       ] FOXA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:40.575642] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FOXA.txt
[2025-12-11T20:23:40.575887] [INFO ] [sig       ] [1300/3605] Completed FOXA in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-11T20:23:40.575930] [INFO ] [sig       ] [1301/3605] Forecasting FOXF...
[2025-12-11T20:23:40.576011] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-11T20:23:40.576056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-11T20:23:40.590567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-11T20:23:40.591121] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-11T20:23:40.592086] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-11T20:23:40.592139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:40.592174] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:40.592201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:40.592260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:40.649623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:40.650784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:40.650885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:40.650918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:40.774832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:40.775063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:40.775106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:40.775134] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:40.778866] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2025-12-11T20:23:40.779163] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-11T20:23:40.779290] [INFO ] [sig       ] FOXF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:40.919886] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FOXF.txt
[2025-12-11T20:23:40.920068] [INFO ] [sig       ] [1301/3605] Completed FOXF in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-11T20:23:40.920111] [INFO ] [sig       ] [1302/3605] Forecasting FPF...
[2025-12-11T20:23:40.920138] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-11T20:23:40.920168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-11T20:23:40.935244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-11T20:23:40.935781] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-11T20:23:40.936726] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-11T20:23:40.936780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:40.936837] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:40.936870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:40.936929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:40.996371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:40.997446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:40.997598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:40.997635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:41.120505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:41.120788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:41.120841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:41.120872] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:41.124854] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-12-11T20:23:41.125159] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-11T20:23:41.125350] [INFO ] [sig       ] FPF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:41.276243] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FPF.txt
[2025-12-11T20:23:41.276449] [INFO ] [sig       ] [1302/3605] Completed FPF in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-11T20:23:41.276490] [INFO ] [sig       ] [1303/3605] Forecasting FPH...
[2025-12-11T20:23:41.276521] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-11T20:23:41.276550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-11T20:23:41.290072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-11T20:23:41.290719] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-11T20:23:41.291657] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-11T20:23:41.291710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:41.291744] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:41.291770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:41.291833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:41.352182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:41.353292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:41.353391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:41.353425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:41.489782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:41.490018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:41.490067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:41.490095] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:41.494437] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=54.04%)
[2025-12-11T20:23:41.494791] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-11T20:23:41.494934] [INFO ] [sig       ] FPH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:41.644030] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FPH.txt
[2025-12-11T20:23:41.644245] [INFO ] [sig       ] [1303/3605] Completed FPH in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-11T20:23:41.644288] [INFO ] [sig       ] [1304/3605] Forecasting FPI...
[2025-12-11T20:23:41.644320] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-11T20:23:41.644351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-11T20:23:41.658439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-11T20:23:41.659083] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-11T20:23:41.660102] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-11T20:23:41.660162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:41.660196] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:41.660225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:41.660289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:41.722092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:41.723333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:41.723439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:41.723473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:41.847213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:41.847445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:41.847495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:41.847526] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:41.851400] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=26.33%)
[2025-12-11T20:23:41.851746] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-11T20:23:41.851886] [INFO ] [sig       ] FPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:41.998889] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FPI.txt
[2025-12-11T20:23:41.999117] [INFO ] [sig       ] [1304/3605] Completed FPI in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-11T20:23:41.999164] [INFO ] [sig       ] [1305/3605] Forecasting FPXI...
[2025-12-11T20:23:41.999196] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-11T20:23:41.999232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-11T20:23:42.012502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-11T20:23:42.013049] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-11T20:23:42.013966] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-11T20:23:42.014018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:42.014050] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:42.014077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:42.014133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:42.074565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:42.075771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:42.075881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:42.075916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:42.184523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:42.184793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:42.184848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:42.184884] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:42.188969] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-11T20:23:42.189319] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-11T20:23:42.189472] [INFO ] [sig       ] FPXI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:42.331016] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FPXI.txt
[2025-12-11T20:23:42.331259] [INFO ] [sig       ] [1305/3605] Completed FPXI in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-11T20:23:42.331301] [INFO ] [sig       ] [1306/3605] Forecasting FRA...
[2025-12-11T20:23:42.331338] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-11T20:23:42.331370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-11T20:23:42.345376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-11T20:23:42.345935] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-11T20:23:42.346861] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-11T20:23:42.346913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:42.346946] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:42.346975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:42.347032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:42.405806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:42.406927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:42.407035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:42.407069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:42.532988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:42.533221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:42.533266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:42.533295] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:42.537098] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-11T20:23:42.537414] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-11T20:23:42.537550] [INFO ] [sig       ] FRA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:42.681777] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FRA.txt
[2025-12-11T20:23:42.682016] [INFO ] [sig       ] [1306/3605] Completed FRA in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-11T20:23:42.682068] [INFO ] [sig       ] [1307/3605] Forecasting FRBA...
[2025-12-11T20:23:42.682102] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-11T20:23:42.682139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-11T20:23:42.697731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-11T20:23:42.698279] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-11T20:23:42.699172] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-11T20:23:42.699223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:42.699254] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:42.699279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:42.699335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:42.757244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:42.758492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:42.758604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:42.758638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:42.882205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:42.882367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:42.882409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:42.882438] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:42.886003] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-12-11T20:23:42.886317] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-11T20:23:42.886459] [INFO ] [sig       ] FRBA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:43.043909] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FRBA.txt
[2025-12-11T20:23:43.044136] [INFO ] [sig       ] [1307/3605] Completed FRBA in 0.4s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:43.044186] [INFO ] [sig       ] [1308/3605] Forecasting FRGE...
[2025-12-11T20:23:43.044218] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-11T20:23:43.044249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-11T20:23:43.058602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-11T20:23:43.059137] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-11T20:23:43.060089] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-11T20:23:43.060146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:43.060182] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:43.060208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:43.060267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:43.117490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:43.118685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:43.118789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:43.118822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:43.245017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:43.245245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:43.245292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:43.245323] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:43.249445] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-11T20:23:43.249888] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-11T20:23:43.250057] [INFO ] [sig       ] FRGE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:43.487168] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FRGE.txt
[2025-12-11T20:23:43.487372] [INFO ] [sig       ] [1308/3605] Completed FRGE in 0.4s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:43.487413] [INFO ] [sig       ] [1309/3605] Forecasting FRHC...
[2025-12-11T20:23:43.487444] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-11T20:23:43.487476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-11T20:23:43.501999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-11T20:23:43.502493] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-11T20:23:43.503398] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-11T20:23:43.503451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:43.503518] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:43.503545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:43.503625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:43.560262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:43.561439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:43.561544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:43.561595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:43.683686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:43.683922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:43.683968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:43.684021] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:43.687790] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=91.67%)
[2025-12-11T20:23:43.688161] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-11T20:23:43.688310] [INFO ] [sig       ] FRHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:43.838480] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FRHC.txt
[2025-12-11T20:23:43.838724] [INFO ] [sig       ] [1309/3605] Completed FRHC in 0.4s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:43.838772] [INFO ] [sig       ] [1310/3605] Forecasting FRME...
[2025-12-11T20:23:43.838801] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-11T20:23:43.838831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-11T20:23:43.853073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-11T20:23:43.853678] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-11T20:23:43.854635] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-11T20:23:43.854688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:43.854720] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:43.854746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:43.854804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:43.914920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:43.916164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:43.916314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:43.916352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:44.042811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:44.043052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:44.043101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:44.043132] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:44.047328] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=47.72%)
[2025-12-11T20:23:44.047839] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-11T20:23:44.048002] [INFO ] [sig       ] FRME: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:44.194847] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FRME.txt
[2025-12-11T20:23:44.195008] [INFO ] [sig       ] [1310/3605] Completed FRME in 0.4s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:44.195047] [INFO ] [sig       ] [1311/3605] Forecasting FRO...
[2025-12-11T20:23:44.195077] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-11T20:23:44.195115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-11T20:23:44.207118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-11T20:23:44.207422] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-11T20:23:44.208249] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-11T20:23:44.208300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:44.208333] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:44.208359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:44.208414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:44.267017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:44.267884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:44.267963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:44.268010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:44.394705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:44.395054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:44.395095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:44.395122] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:44.398625] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-12-11T20:23:44.398921] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-11T20:23:44.399050] [INFO ] [sig       ] FRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:44.538664] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FRO.txt
[2025-12-11T20:23:44.538805] [INFO ] [sig       ] [1311/3605] Completed FRO in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:44.538843] [INFO ] [sig       ] [1312/3605] Forecasting FROG...
[2025-12-11T20:23:44.538872] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-11T20:23:44.538901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-11T20:23:44.550749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-11T20:23:44.551056] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-11T20:23:44.551872] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-11T20:23:44.551923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:44.551954] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:44.551981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:44.552037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:44.608990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:44.610020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:44.610106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:44.610138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:44.732435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:44.732616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:44.732658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:44.732711] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:44.736093] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-12-11T20:23:44.736363] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-11T20:23:44.736483] [INFO ] [sig       ] FROG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:44.880694] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FROG.txt
[2025-12-11T20:23:44.880865] [INFO ] [sig       ] [1312/3605] Completed FROG in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:44.880905] [INFO ] [sig       ] [1313/3605] Forecasting FRPH...
[2025-12-11T20:23:44.880934] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-11T20:23:44.880962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-11T20:23:44.893083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-11T20:23:44.893449] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-11T20:23:44.894248] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-11T20:23:44.894299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:44.894330] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:44.894367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:44.894423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:44.951290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:44.952183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:44.952264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:44.952296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:45.075062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:45.075213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:45.075254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:45.075281] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:45.078674] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2025-12-11T20:23:45.078971] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-11T20:23:45.079093] [INFO ] [sig       ] FRPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:45.219912] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FRPH.txt
[2025-12-11T20:23:45.220076] [INFO ] [sig       ] [1313/3605] Completed FRPH in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:45.220122] [INFO ] [sig       ] [1314/3605] Forecasting FRSH...
[2025-12-11T20:23:45.220163] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-11T20:23:45.220194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-11T20:23:45.232072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-11T20:23:45.232435] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-11T20:23:45.233253] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-11T20:23:45.233305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:45.233337] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:45.233362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:45.233416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:45.290346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:45.291256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:45.291339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:45.291373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:45.418144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:45.418316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:45.418360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:45.418389] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:45.421995] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=36.16%)
[2025-12-11T20:23:45.422314] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-11T20:23:45.422450] [INFO ] [sig       ] FRSH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:45.565657] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FRSH.txt
[2025-12-11T20:23:45.565807] [INFO ] [sig       ] [1314/3605] Completed FRSH in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:45.565847] [INFO ] [sig       ] [1315/3605] Forecasting FRSX...
[2025-12-11T20:23:45.565875] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-11T20:23:45.565905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-11T20:23:45.577313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-11T20:23:45.577732] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-11T20:23:45.578538] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-11T20:23:45.578617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:45.578656] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:45.578687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:45.578753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:45.634219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:45.635049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:45.635128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:45.635160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:45.749136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:45.749296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:45.749337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:45.749364] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:45.752696] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-12-11T20:23:45.752962] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-11T20:23:45.753080] [INFO ] [sig       ] FRSX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:45.888500] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FRSX.txt
[2025-12-11T20:23:45.888654] [INFO ] [sig       ] [1315/3605] Completed FRSX in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:45.888696] [INFO ] [sig       ] [1316/3605] Forecasting FSBC...
[2025-12-11T20:23:45.888725] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-11T20:23:45.888754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-11T20:23:45.904238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-11T20:23:45.904737] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-11T20:23:45.905848] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-11T20:23:45.905915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:45.905962] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:45.906002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:45.906089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:45.974026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:45.974927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:45.975014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:45.975047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:46.092552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:46.092727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:46.092766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:46.092793] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:46.096115] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-12-11T20:23:46.096397] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-11T20:23:46.096519] [INFO ] [sig       ] FSBC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:46.237902] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FSBC.txt
[2025-12-11T20:23:46.238031] [INFO ] [sig       ] [1316/3605] Completed FSBC in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-11T20:23:46.238068] [INFO ] [sig       ] [1317/3605] Forecasting FSCO...
[2025-12-11T20:23:46.238097] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-11T20:23:46.238132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-11T20:23:46.248817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-11T20:23:46.249093] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-11T20:23:46.249854] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-11T20:23:46.249904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:46.249935] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:46.249961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:46.250015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:46.305651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:46.306261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:46.306337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:46.306369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:46.420346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:46.420500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:46.420539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:46.420566] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:46.423835] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-12-11T20:23:46.424099] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-11T20:23:46.424216] [INFO ] [sig       ] FSCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:46.565327] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FSCO.txt
[2025-12-11T20:23:46.565457] [INFO ] [sig       ] [1317/3605] Completed FSCO in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-11T20:23:46.565496] [INFO ] [sig       ] [1318/3605] Forecasting FSK...
[2025-12-11T20:23:46.565527] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-11T20:23:46.565557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-11T20:23:46.577120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-11T20:23:46.577398] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-11T20:23:46.578226] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-11T20:23:46.578283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:46.578315] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:46.578341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:46.578397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:46.638716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:46.639338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:46.639416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:46.639448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:46.757657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:46.757804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:46.757866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:46.757900] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:46.761714] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-11T20:23:46.762190] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-11T20:23:46.762315] [INFO ] [sig       ] FSK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:46.904833] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FSK.txt
[2025-12-11T20:23:46.904992] [INFO ] [sig       ] [1318/3605] Completed FSK in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-11T20:23:46.905030] [INFO ] [sig       ] [1319/3605] Forecasting FSLY...
[2025-12-11T20:23:46.905057] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-11T20:23:46.905087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-11T20:23:46.916291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-11T20:23:46.916611] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-11T20:23:46.917393] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-11T20:23:46.917445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:46.917477] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:46.917505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:46.917561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:46.976123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:46.976866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:46.976985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:46.977044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:47.099544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:47.099705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:47.099743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:47.099770] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:47.103033] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-12-11T20:23:47.103299] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-11T20:23:47.103416] [INFO ] [sig       ] FSLY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:47.241029] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FSLY.txt
[2025-12-11T20:23:47.241178] [INFO ] [sig       ] [1319/3605] Completed FSLY in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-11T20:23:47.241216] [INFO ] [sig       ] [1320/3605] Forecasting FSM...
[2025-12-11T20:23:47.241245] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-11T20:23:47.241276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-11T20:23:47.251991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-11T20:23:47.252324] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-11T20:23:47.253098] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-11T20:23:47.253149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:47.253179] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:47.253205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:47.253260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:47.311408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:47.312321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:47.312405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:47.312438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:47.430769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:47.430917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:47.430956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:47.430983] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:47.434287] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-11T20:23:47.434550] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-11T20:23:47.434687] [INFO ] [sig       ] FSM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:47.575701] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FSM.txt
[2025-12-11T20:23:47.575857] [INFO ] [sig       ] [1320/3605] Completed FSM in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-11T20:23:47.575896] [INFO ] [sig       ] [1321/3605] Forecasting FSS...
[2025-12-11T20:23:47.575924] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-11T20:23:47.575956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-11T20:23:47.587689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-11T20:23:47.588057] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-11T20:23:47.588871] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-11T20:23:47.588923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:47.588955] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:47.588982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:47.589038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:47.647555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:47.648397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:47.648478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:47.648511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:47.770846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:47.770992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:47.771035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:47.771063] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:47.774527] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-12-11T20:23:47.774819] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-11T20:23:47.774943] [INFO ] [sig       ] FSS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:47.913987] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FSS.txt
[2025-12-11T20:23:47.914105] [INFO ] [sig       ] [1321/3605] Completed FSS in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-11T20:23:47.914142] [INFO ] [sig       ] [1322/3605] Forecasting FTA...
[2025-12-11T20:23:47.914170] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-11T20:23:47.914199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-11T20:23:47.926063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-11T20:23:47.926344] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-11T20:23:47.927212] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-11T20:23:47.927265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:47.927299] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:47.927325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:47.927381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:47.989003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:47.989934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:47.990023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:47.990056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:48.108527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:48.108714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:48.108754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:48.108782] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:48.112047] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-11T20:23:48.112315] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-11T20:23:48.112431] [INFO ] [sig       ] FTA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:48.249821] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTA.txt
[2025-12-11T20:23:48.249964] [INFO ] [sig       ] [1322/3605] Completed FTA in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-11T20:23:48.250003] [INFO ] [sig       ] [1323/3605] Forecasting FTAI...
[2025-12-11T20:23:48.250031] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-11T20:23:48.250060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-11T20:23:48.263394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-11T20:23:48.263819] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-11T20:23:48.264854] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-11T20:23:48.264907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:48.264939] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:48.264964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:48.265018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:48.322998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:48.323953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:48.324049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:48.324082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:48.448309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:48.448492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:48.448535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:48.448563] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:48.452129] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2025-12-11T20:23:48.452471] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-11T20:23:48.452632] [INFO ] [sig       ] FTAI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:48.593086] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTAI.txt
[2025-12-11T20:23:48.593243] [INFO ] [sig       ] [1323/3605] Completed FTAI in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-11T20:23:48.593282] [INFO ] [sig       ] [1324/3605] Forecasting FTC...
[2025-12-11T20:23:48.593311] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-11T20:23:48.593341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-11T20:23:48.605755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-11T20:23:48.606154] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-11T20:23:48.606956] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-11T20:23:48.607007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:48.607038] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:48.607065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:48.607120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:48.663734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:48.664427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:48.664508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:48.664541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:48.781340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:48.781481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:48.781519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:48.781547] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:48.785071] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=38.89%)
[2025-12-11T20:23:48.785343] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-11T20:23:48.785463] [INFO ] [sig       ] FTC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:48.927764] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FTC.txt
[2025-12-11T20:23:48.927919] [INFO ] [sig       ] [1324/3605] Completed FTC in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-11T20:23:48.927959] [INFO ] [sig       ] [1325/3605] Forecasting FTCI...
[2025-12-11T20:23:48.927987] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-11T20:23:48.928017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-11T20:23:48.940328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-11T20:23:48.940675] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-11T20:23:48.941445] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-11T20:23:48.941496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:48.941529] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:48.941556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:48.941632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:49.000202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:49.001039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:49.001120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:49.001154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:49.124351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:49.124512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:49.124558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:49.124607] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:49.127977] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-12-11T20:23:49.128289] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-11T20:23:49.128421] [INFO ] [sig       ] FTCI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:49.269312] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTCI.txt
[2025-12-11T20:23:49.269460] [INFO ] [sig       ] [1325/3605] Completed FTCI in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-11T20:23:49.269502] [INFO ] [sig       ] [1326/3605] Forecasting FTCS...
[2025-12-11T20:23:49.269532] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-11T20:23:49.269561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-11T20:23:49.281611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-11T20:23:49.281963] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-11T20:23:49.282781] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-11T20:23:49.282846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:49.282904] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:49.282931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:49.282987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:49.341065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:49.341935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:49.342023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:49.342056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:49.459388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:49.459538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:49.459595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:49.459625] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:49.462915] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-11T20:23:49.463182] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-11T20:23:49.463305] [INFO ] [sig       ] FTCS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:49.601985] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTCS.txt
[2025-12-11T20:23:49.602113] [INFO ] [sig       ] [1326/3605] Completed FTCS in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-11T20:23:49.602150] [INFO ] [sig       ] [1327/3605] Forecasting FTEK...
[2025-12-11T20:23:49.602179] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-11T20:23:49.602207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-11T20:23:49.614312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-11T20:23:49.614722] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-11T20:23:49.615513] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-11T20:23:49.615565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:49.615623] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:49.615650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:49.615705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:49.676841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:49.677771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:49.677884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:49.677920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:49.791283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:49.791404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:49.791444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:49.791474] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:49.795013] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-11T20:23:49.795296] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-11T20:23:49.795419] [INFO ] [sig       ] FTEK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:49.932241] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FTEK.txt
[2025-12-11T20:23:49.932369] [INFO ] [sig       ] [1327/3605] Completed FTEK in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-11T20:23:49.932407] [INFO ] [sig       ] [1328/3605] Forecasting FTGC...
[2025-12-11T20:23:49.932436] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-11T20:23:49.932466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-11T20:23:49.943430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-11T20:23:49.943725] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-11T20:23:49.944484] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-11T20:23:49.944534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:49.944566] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:49.944612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:49.944668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:50.000702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:50.001458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:50.001535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:50.001567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:50.116332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:50.116476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:50.116515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:50.116542] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:50.119817] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-11T20:23:50.120080] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-11T20:23:50.120199] [INFO ] [sig       ] FTGC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:50.257305] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FTGC.txt
[2025-12-11T20:23:50.257423] [INFO ] [sig       ] [1328/3605] Completed FTGC in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-11T20:23:50.257460] [INFO ] [sig       ] [1329/3605] Forecasting FTGS...
[2025-12-11T20:23:50.257488] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-11T20:23:50.257518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-11T20:23:50.268354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-11T20:23:50.268660] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-11T20:23:50.269435] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-11T20:23:50.269489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:50.269522] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:50.269549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:50.269625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:50.332137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:50.332844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:50.332919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:50.332955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:50.453532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:50.453688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:50.453727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:50.453785] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:50.457028] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-11T20:23:50.457296] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-11T20:23:50.457413] [INFO ] [sig       ] FTGS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:50.597448] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTGS.txt
[2025-12-11T20:23:50.597617] [INFO ] [sig       ] [1329/3605] Completed FTGS in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-11T20:23:50.597664] [INFO ] [sig       ] [1330/3605] Forecasting FTHI...
[2025-12-11T20:23:50.597695] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-11T20:23:50.597724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-11T20:23:50.609298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-11T20:23:50.609613] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-11T20:23:50.610425] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-11T20:23:50.610478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:50.610510] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:50.610536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:50.610613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:50.669893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:50.670814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:50.670913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:50.670947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:50.789647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:50.789801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:50.789841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:50.789869] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:50.793339] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-12-11T20:23:50.793651] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-11T20:23:50.793780] [INFO ] [sig       ] FTHI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:50.933321] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTHI.txt
[2025-12-11T20:23:50.933475] [INFO ] [sig       ] [1330/3605] Completed FTHI in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-11T20:23:50.933513] [INFO ] [sig       ] [1331/3605] Forecasting FTHM...
[2025-12-11T20:23:50.933541] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-11T20:23:50.933587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-11T20:23:50.945482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-11T20:23:50.945860] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-11T20:23:50.946908] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-11T20:23:50.946959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:50.946992] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:50.947019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:50.947076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:51.005150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:51.005840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:51.005918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:51.006145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:51.128964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:51.129135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:51.129177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:51.129207] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:51.132794] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-12-11T20:23:51.133093] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-11T20:23:51.133215] [INFO ] [sig       ] FTHM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:51.284612] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTHM.txt
[2025-12-11T20:23:51.284770] [INFO ] [sig       ] [1331/3605] Completed FTHM in 0.4s | 2.92 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-11T20:23:51.284809] [INFO ] [sig       ] [1332/3605] Forecasting FTHY...
[2025-12-11T20:23:51.284840] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-11T20:23:51.284870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-11T20:23:51.296492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-11T20:23:51.296830] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-11T20:23:51.297624] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-11T20:23:51.297674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:51.297706] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:51.297733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:51.297789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:51.354817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:51.355638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:51.355717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:51.355749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:51.472223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:51.472383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:51.472423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:51.472451] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:51.475891] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-11T20:23:51.476207] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-11T20:23:51.476342] [INFO ] [sig       ] FTHY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:51.621820] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FTHY.txt
[2025-12-11T20:23:51.621976] [INFO ] [sig       ] [1332/3605] Completed FTHY in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-11T20:23:51.622013] [INFO ] [sig       ] [1333/3605] Forecasting FTI...
[2025-12-11T20:23:51.622041] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-11T20:23:51.622069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-11T20:23:51.633852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-11T20:23:51.634150] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-11T20:23:51.634949] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-11T20:23:51.634999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:51.635030] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:51.635056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:51.635111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:51.694294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:51.695110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:51.695190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:51.695221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:51.821209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:51.821371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:51.821427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:51.821455] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:51.824930] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-11T20:23:51.825197] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-11T20:23:51.825315] [INFO ] [sig       ] FTI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:51.965341] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FTI.txt
[2025-12-11T20:23:51.965504] [INFO ] [sig       ] [1333/3605] Completed FTI in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-11T20:23:51.965544] [INFO ] [sig       ] [1334/3605] Forecasting FTK...
[2025-12-11T20:23:51.965591] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-11T20:23:51.965622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-11T20:23:51.977200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-11T20:23:51.977466] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-11T20:23:51.978282] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-11T20:23:51.978333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:51.978364] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:51.978390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:51.978446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:52.039997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:52.040909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:52.040994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:52.041027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:52.159590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:52.159750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:52.159790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:52.159822] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:52.163697] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=17.72%)
[2025-12-11T20:23:52.164153] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-11T20:23:52.164292] [INFO ] [sig       ] FTK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:52.304447] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FTK.txt
[2025-12-11T20:23:52.304596] [INFO ] [sig       ] [1334/3605] Completed FTK in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-11T20:23:52.304636] [INFO ] [sig       ] [1335/3605] Forecasting FTLF...
[2025-12-11T20:23:52.304666] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-11T20:23:52.304696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-11T20:23:52.316016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-11T20:23:52.316323] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-11T20:23:52.317086] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-11T20:23:52.317137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:52.317167] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:52.317193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:52.317247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:52.373636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:52.374320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:52.374397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:52.374428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:52.489214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:52.489384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:52.489424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:52.489452] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:52.492885] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-11T20:23:52.493145] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-11T20:23:52.493264] [INFO ] [sig       ] FTLF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:52.630888] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTLF.txt
[2025-12-11T20:23:52.631208] [INFO ] [sig       ] [1335/3605] Completed FTLF in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-11T20:23:52.631246] [INFO ] [sig       ] [1336/3605] Forecasting FTQI...
[2025-12-11T20:23:52.631274] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-11T20:23:52.631303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-11T20:23:52.643165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-11T20:23:52.643436] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-11T20:23:52.644200] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-11T20:23:52.644250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:52.644280] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:52.644306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:52.644361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:52.701016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:52.701997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:52.702112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:52.702146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:52.815765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:52.815873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:52.815909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:52.815936] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:52.818967] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2025-12-11T20:23:52.819227] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-11T20:23:52.819346] [INFO ] [sig       ] FTQI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:52.958368] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FTQI.txt
[2025-12-11T20:23:52.958481] [INFO ] [sig       ] [1336/3605] Completed FTQI in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-11T20:23:52.958517] [INFO ] [sig       ] [1337/3605] Forecasting FTRE...
[2025-12-11T20:23:52.958545] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-11T20:23:52.958591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-11T20:23:52.969872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-11T20:23:52.970118] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-11T20:23:52.970883] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-11T20:23:52.970933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:52.970973] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:52.970999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:52.971053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:53.026987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:53.027901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:53.027983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:53.028015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:53.153146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:53.153300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:53.153339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:53.153366] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:53.156723] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-11T20:23:53.157001] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-11T20:23:53.157122] [INFO ] [sig       ] FTRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:53.292783] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTRE.txt
[2025-12-11T20:23:53.292934] [INFO ] [sig       ] [1337/3605] Completed FTRE in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-11T20:23:53.292972] [INFO ] [sig       ] [1338/3605] Forecasting FTRI...
[2025-12-11T20:23:53.293001] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-11T20:23:53.293031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-11T20:23:53.305440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-11T20:23:53.305812] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-11T20:23:53.306593] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-11T20:23:53.306644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:53.306675] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:53.306700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:53.306754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:53.363364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:53.364265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:53.364348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:53.364393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:53.482065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:53.482228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:53.482269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:53.482297] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:53.485766] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=59.42%)
[2025-12-11T20:23:53.486072] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-11T20:23:53.486201] [INFO ] [sig       ] FTRI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:53.626820] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTRI.txt
[2025-12-11T20:23:53.626978] [INFO ] [sig       ] [1338/3605] Completed FTRI in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-11T20:23:53.627017] [INFO ] [sig       ] [1339/3605] Forecasting FTS...
[2025-12-11T20:23:53.627045] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-11T20:23:53.627075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-11T20:23:53.638851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-11T20:23:53.639231] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-11T20:23:53.640069] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-11T20:23:53.640121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:53.640153] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:53.640180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:53.640235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:53.699082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:53.699927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:53.700006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:53.700038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:53.822748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:53.822904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:53.822944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:53.822973] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:53.826692] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-11T20:23:53.827005] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-11T20:23:53.827127] [INFO ] [sig       ] FTS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:53.972551] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTS.txt
[2025-12-11T20:23:53.972767] [INFO ] [sig       ] [1339/3605] Completed FTS in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-11T20:23:53.972807] [INFO ] [sig       ] [1340/3605] Forecasting FTSL...
[2025-12-11T20:23:53.972838] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-11T20:23:53.972871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-11T20:23:53.984395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-11T20:23:53.984791] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-11T20:23:53.985606] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-11T20:23:53.985658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:53.985689] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:53.985715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:53.985769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:54.043117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:54.043910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:54.043991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:54.044024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:54.162649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:54.162919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:54.162965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:54.162994] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:54.166382] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-12-11T20:23:54.166666] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-11T20:23:54.166784] [INFO ] [sig       ] FTSL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:54.307927] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTSL.txt
[2025-12-11T20:23:54.308372] [INFO ] [sig       ] [1340/3605] Completed FTSL in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-11T20:23:54.308437] [INFO ] [sig       ] [1341/3605] Forecasting FTSM...
[2025-12-11T20:23:54.308502] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-11T20:23:54.308540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-11T20:23:54.320201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-11T20:23:54.320552] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-11T20:23:54.321370] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-11T20:23:54.321423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:54.321454] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:54.321480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:54.321534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:54.379489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:54.380412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:54.380498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:54.380531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:54.483256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:54.483408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:54.483446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:54.483474] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:54.486928] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=79.05%)
[2025-12-11T20:23:54.487267] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-11T20:23:54.487399] [INFO ] [sig       ] FTSM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:54.633329] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTSM.txt
[2025-12-11T20:23:54.633482] [INFO ] [sig       ] [1341/3605] Completed FTSM in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-11T20:23:54.633521] [INFO ] [sig       ] [1342/3605] Forecasting FTXL...
[2025-12-11T20:23:54.633551] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-11T20:23:54.633599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-11T20:23:54.646095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-11T20:23:54.646491] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-11T20:23:54.647295] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-11T20:23:54.647345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:54.647377] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:54.647402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:54.647457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:54.706293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:54.707149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:54.707230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:54.707263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:54.831408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:54.831558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:54.831619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:54.831651] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:54.835297] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: DOWN (p=34.48%)
[2025-12-11T20:23:54.835614] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-11T20:23:54.835745] [INFO ] [sig       ] FTXL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:54.988203] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FTXL.txt
[2025-12-11T20:23:54.988348] [INFO ] [sig       ] [1342/3605] Completed FTXL in 0.4s | 2.92 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-11T20:23:54.988387] [INFO ] [sig       ] [1343/3605] Forecasting FTXN...
[2025-12-11T20:23:54.988416] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-11T20:23:54.988445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-11T20:23:55.000963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-11T20:23:55.001340] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-11T20:23:55.002202] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-11T20:23:55.002256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:55.002323] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:55.002363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:55.002443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:55.062143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:55.062998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:55.063079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:55.063113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:55.184328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:55.184481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:55.184521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:55.184548] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:55.187980] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-11T20:23:55.188267] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-11T20:23:55.188396] [INFO ] [sig       ] FTXN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:55.330533] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTXN.txt
[2025-12-11T20:23:55.330715] [INFO ] [sig       ] [1343/3605] Completed FTXN in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-11T20:23:55.330772] [INFO ] [sig       ] [1344/3605] Forecasting FTXO...
[2025-12-11T20:23:55.330804] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-11T20:23:55.330836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-11T20:23:55.341859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-11T20:23:55.342140] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-11T20:23:55.342965] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-11T20:23:55.343023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:55.343055] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:55.343082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:55.343139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:55.402602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:55.403447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:55.403529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:55.403562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:55.523402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:55.523548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:55.523604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:55.523651] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:55.526931] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=62.64%)
[2025-12-11T20:23:55.527205] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-11T20:23:55.527324] [INFO ] [sig       ] FTXO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:55.674461] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FTXO.txt
[2025-12-11T20:23:55.674630] [INFO ] [sig       ] [1344/3605] Completed FTXO in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-11T20:23:55.674670] [INFO ] [sig       ] [1345/3605] Forecasting FUBO...
[2025-12-11T20:23:55.674699] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-11T20:23:55.674728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-11T20:23:55.686368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-11T20:23:55.686687] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-11T20:23:55.687468] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-11T20:23:55.687520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:55.687551] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:55.687600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:55.687659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:55.743998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:55.744866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:55.744947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:55.744979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:55.866370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:55.866523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:55.866561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:55.866607] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:55.869886] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2025-12-11T20:23:55.870147] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-11T20:23:55.870263] [INFO ] [sig       ] FUBO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:56.010779] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FUBO.txt
[2025-12-11T20:23:56.010927] [INFO ] [sig       ] [1345/3605] Completed FUBO in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-11T20:23:56.010965] [INFO ] [sig       ] [1346/3605] Forecasting FUL...
[2025-12-11T20:23:56.010995] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-11T20:23:56.011024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-11T20:23:56.022528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-11T20:23:56.022921] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-11T20:23:56.023697] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-11T20:23:56.023747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:56.023779] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:56.023805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:56.023861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:56.081425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:56.082296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:56.082394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:56.082428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:56.202516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:56.202690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:56.202737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:56.202826] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:56.206332] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-11T20:23:56.206650] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-11T20:23:56.206780] [INFO ] [sig       ] FUL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:56.348476] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FUL.txt
[2025-12-11T20:23:56.348627] [INFO ] [sig       ] [1346/3605] Completed FUL in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-11T20:23:56.348667] [INFO ] [sig       ] [1347/3605] Forecasting FULC...
[2025-12-11T20:23:56.348697] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-11T20:23:56.348726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-11T20:23:56.360127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-11T20:23:56.360514] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-11T20:23:56.361302] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-11T20:23:56.361353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:56.361384] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:56.361410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:56.361465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:56.419178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:56.420016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:56.420096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:56.420129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:56.546585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:56.546738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:56.546776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:56.546803] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:56.550137] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=37.73%)
[2025-12-11T20:23:56.550416] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-11T20:23:56.550539] [INFO ] [sig       ] FULC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:56.697097] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FULC.txt
[2025-12-11T20:23:56.697286] [INFO ] [sig       ] [1347/3605] Completed FULC in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-11T20:23:56.697340] [INFO ] [sig       ] [1348/3605] Forecasting FUN...
[2025-12-11T20:23:56.697380] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-11T20:23:56.697423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-11T20:23:56.709766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-11T20:23:56.710065] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-11T20:23:56.710828] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-11T20:23:56.710878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:56.710908] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:56.710944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:56.711001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:56.769920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:56.770791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:56.770868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:56.770901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:56.891300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:56.891455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:56.891494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:56.891522] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:56.894782] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2025-12-11T20:23:56.895048] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-11T20:23:56.895170] [INFO ] [sig       ] FUN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:57.035489] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FUN.txt
[2025-12-11T20:23:57.035655] [INFO ] [sig       ] [1348/3605] Completed FUN in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-11T20:23:57.035696] [INFO ] [sig       ] [1349/3605] Forecasting FUNC...
[2025-12-11T20:23:57.035725] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-11T20:23:57.035755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-11T20:23:57.047338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-11T20:23:57.047669] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-11T20:23:57.048427] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-11T20:23:57.048477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:57.048508] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:57.048534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:57.048607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:57.106356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:57.107215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:57.107300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:57.107333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:57.226710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:57.226860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:57.226899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:57.226927] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:57.233207] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-11T20:23:57.233496] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-11T20:23:57.233632] [INFO ] [sig       ] FUNC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:57.373345] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FUNC.txt
[2025-12-11T20:23:57.373499] [INFO ] [sig       ] [1349/3605] Completed FUNC in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-11T20:23:57.373538] [INFO ] [sig       ] [1350/3605] Forecasting FUND...
[2025-12-11T20:23:57.373587] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-11T20:23:57.373620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-11T20:23:57.385368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-11T20:23:57.385781] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-11T20:23:57.386645] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-11T20:23:57.386703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:57.386734] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:57.386759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:57.386814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:57.443873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:57.444763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:57.444853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:57.444885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:57.560322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:57.560471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:57.560509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:57.560536] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:57.563833] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2025-12-11T20:23:57.564129] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-11T20:23:57.564254] [INFO ] [sig       ] FUND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:57.702681] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FUND.txt
[2025-12-11T20:23:57.702820] [INFO ] [sig       ] [1350/3605] Completed FUND in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-11T20:23:57.702858] [INFO ] [sig       ] [1351/3605] Forecasting FVCB...
[2025-12-11T20:23:57.702887] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-11T20:23:57.702916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-11T20:23:57.714278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-11T20:23:57.714611] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-11T20:23:57.715376] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-11T20:23:57.715428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:57.715459] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:57.715485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:57.715540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:57.772478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:57.773343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:57.773421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:57.773453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:57.884039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:57.884185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:57.884228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:57.884256] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:57.887497] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-11T20:23:57.887786] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-11T20:23:57.887920] [INFO ] [sig       ] FVCB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:58.029858] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FVCB.txt
[2025-12-11T20:23:58.030030] [INFO ] [sig       ] [1351/3605] Completed FVCB in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-11T20:23:58.030069] [INFO ] [sig       ] [1352/3605] Forecasting FWONA...
[2025-12-11T20:23:58.030100] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-11T20:23:58.030136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-11T20:23:58.042657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-11T20:23:58.043036] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-11T20:23:58.043852] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-11T20:23:58.043904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:58.043935] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:58.043961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:58.044017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:58.100701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:58.101511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:58.101607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:58.101641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:58.222504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:58.222669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:58.222711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:58.222739] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:58.226153] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=62.50%)
[2025-12-11T20:23:58.226435] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-11T20:23:58.226561] [INFO ] [sig       ] FWONA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:58.370596] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FWONA.txt
[2025-12-11T20:23:58.370760] [INFO ] [sig       ] [1352/3605] Completed FWONA in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-11T20:23:58.370799] [INFO ] [sig       ] [1353/3605] Forecasting FWONK...
[2025-12-11T20:23:58.370827] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-11T20:23:58.370855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-11T20:23:58.382523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-11T20:23:58.382934] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-11T20:23:58.383774] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-11T20:23:58.383829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:58.383861] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:58.383886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:58.383940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:58.440006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:58.440906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:58.441030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:58.441063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:58.599554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:58.599732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:58.599774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:58.599801] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:58.603842] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2025-12-11T20:23:58.604243] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-11T20:23:58.604399] [INFO ] [sig       ] FWONK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:58.773725] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FWONK.txt
[2025-12-11T20:23:58.773969] [INFO ] [sig       ] [1353/3605] Completed FWONK in 0.4s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-11T20:23:58.774040] [INFO ] [sig       ] [1354/3605] Forecasting FWRD...
[2025-12-11T20:23:58.774095] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-11T20:23:58.774147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-11T20:23:58.791563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-11T20:23:58.792122] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-11T20:23:58.793411] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-11T20:23:58.793480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:58.793524] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:58.793562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:58.793670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:58.881962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:58.883219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:58.883338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:58.883393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:59.043845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:59.044051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:59.044116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:59.044157] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:59.049702] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-11T20:23:59.050227] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-11T20:23:59.050437] [INFO ] [sig       ] FWRD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:23:59.251925] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FWRD.txt
[2025-12-11T20:23:59.252109] [INFO ] [sig       ] [1354/3605] Completed FWRD in 0.5s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-11T20:23:59.252150] [INFO ] [sig       ] [1355/3605] Forecasting FWRG...
[2025-12-11T20:23:59.252178] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-11T20:23:59.252207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-11T20:23:59.265521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-11T20:23:59.266052] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-11T20:23:59.267085] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-11T20:23:59.267161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:59.267194] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:59.267222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:59.267280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:59.328266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:59.329270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:59.329374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:59.329406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:59.459745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:59.459908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:59.459949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:59.459994] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:59.464110] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-11T20:23:59.464490] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-11T20:23:59.464657] [INFO ] [sig       ] FWRG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:23:59.626531] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FWRG.txt
[2025-12-11T20:23:59.626718] [INFO ] [sig       ] [1355/3605] Completed FWRG in 0.4s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-11T20:23:59.626758] [INFO ] [sig       ] [1356/3605] Forecasting FYC...
[2025-12-11T20:23:59.626787] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-11T20:23:59.626817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-11T20:23:59.638461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-11T20:23:59.638879] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-11T20:23:59.639737] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-11T20:23:59.639793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:23:59.639826] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:23:59.639854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:23:59.639910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:23:59.706331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:23:59.707252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:23:59.707342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:23:59.707376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:23:59.843083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:23:59.843253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:23:59.843297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:23:59.843326] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:23:59.847624] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: UP (p=62.02%)
[2025-12-11T20:23:59.848014] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-11T20:23:59.848165] [INFO ] [sig       ] FYC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:00.009241] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/FYC.txt
[2025-12-11T20:24:00.009443] [INFO ] [sig       ] [1356/3605] Completed FYC in 0.4s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-11T20:24:00.009487] [INFO ] [sig       ] [1357/3605] Forecasting FYX...
[2025-12-11T20:24:00.009529] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-11T20:24:00.009594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-11T20:24:00.022256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-11T20:24:00.022676] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-11T20:24:00.023528] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-11T20:24:00.023604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:00.023640] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:00.023667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:00.023723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:00.082643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:00.083549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:00.083661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:00.083710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:00.208677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:00.208835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:00.208876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:00.208903] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:00.212304] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-11T20:24:00.212616] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-11T20:24:00.212759] [INFO ] [sig       ] FYX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:00.357561] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FYX.txt
[2025-12-11T20:24:00.357722] [INFO ] [sig       ] [1357/3605] Completed FYX in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-11T20:24:00.357761] [INFO ] [sig       ] [1358/3605] Forecasting G...
[2025-12-11T20:24:00.357791] [INFO ] [sig       ] Generating forecast for: G
[2025-12-11T20:24:00.357842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-11T20:24:00.372513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-11T20:24:00.373036] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-11T20:24:00.373943] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-11T20:24:00.374002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:00.374034] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:00.374061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:00.374116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:00.431830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:00.432802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:00.432889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:00.432922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:00.556799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:00.556953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:00.556992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:00.557018] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:00.560391] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-11T20:24:00.560729] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-11T20:24:00.560858] [INFO ] [sig       ] G: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:00.699129] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/G.txt
[2025-12-11T20:24:00.699282] [INFO ] [sig       ] [1358/3605] Completed G in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-11T20:24:00.699323] [INFO ] [sig       ] [1359/3605] Forecasting GAB...
[2025-12-11T20:24:00.699352] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-11T20:24:00.699380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-11T20:24:00.710469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-11T20:24:00.710800] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-11T20:24:00.711552] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-11T20:24:00.711623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:00.711656] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:00.711682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:00.711748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:00.771310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:00.772265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:00.772360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:00.772408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:00.900793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:00.900928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:00.900969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:00.901001] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:00.905255] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=81.00%)
[2025-12-11T20:24:00.905656] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-11T20:24:00.905801] [INFO ] [sig       ] GAB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:01.056751] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GAB.txt
[2025-12-11T20:24:01.056978] [INFO ] [sig       ] [1359/3605] Completed GAB in 0.4s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:01.057039] [INFO ] [sig       ] [1360/3605] Forecasting GABC...
[2025-12-11T20:24:01.057089] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-11T20:24:01.057135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-11T20:24:01.073829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-11T20:24:01.074527] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-11T20:24:01.075777] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-11T20:24:01.075837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:01.075903] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:01.075932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:01.076015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:01.140835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:01.141841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:01.141956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:01.141996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:01.273986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:01.274155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:01.274198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:01.274226] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:01.278156] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-11T20:24:01.278488] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-11T20:24:01.278652] [INFO ] [sig       ] GABC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:01.454726] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GABC.txt
[2025-12-11T20:24:01.454935] [INFO ] [sig       ] [1360/3605] Completed GABC in 0.4s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:01.454991] [INFO ] [sig       ] [1361/3605] Forecasting GAIA...
[2025-12-11T20:24:01.455030] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-11T20:24:01.455069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-11T20:24:01.467781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-11T20:24:01.468255] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-11T20:24:01.469223] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-11T20:24:01.469303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:01.469338] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:01.469365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:01.469420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:01.529560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:01.530475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:01.530590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:01.530626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:01.650841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:01.650996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:01.651038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:01.651066] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:01.654480] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=69.06%)
[2025-12-11T20:24:01.654797] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-11T20:24:01.654928] [INFO ] [sig       ] GAIA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:01.806010] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GAIA.txt
[2025-12-11T20:24:01.806187] [INFO ] [sig       ] [1361/3605] Completed GAIA in 0.4s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:01.806226] [INFO ] [sig       ] [1362/3605] Forecasting GAIN...
[2025-12-11T20:24:01.806255] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-11T20:24:01.806285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-11T20:24:01.818735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-11T20:24:01.819154] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-11T20:24:01.820036] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-11T20:24:01.820102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:01.820142] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:01.820171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:01.820227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:01.881449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:01.882672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:01.882783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:01.882817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:02.027470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:02.027678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:02.027736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:02.027779] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:02.033076] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-11T20:24:02.033716] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-11T20:24:02.033890] [INFO ] [sig       ] GAIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:02.192040] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GAIN.txt
[2025-12-11T20:24:02.192200] [INFO ] [sig       ] [1362/3605] Completed GAIN in 0.4s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:02.192239] [INFO ] [sig       ] [1363/3605] Forecasting GAM...
[2025-12-11T20:24:02.192269] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-11T20:24:02.192299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-11T20:24:02.204532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-11T20:24:02.204968] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-11T20:24:02.205844] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-11T20:24:02.205898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:02.205932] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:02.205960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:02.206019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:02.267838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:02.268792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:02.268885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:02.268919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:02.395919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:02.396080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:02.396125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:02.396202] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:02.400251] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-11T20:24:02.400645] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-11T20:24:02.400790] [INFO ] [sig       ] GAM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:02.555083] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GAM.txt
[2025-12-11T20:24:02.555433] [INFO ] [sig       ] [1363/3605] Completed GAM in 0.4s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:02.555474] [INFO ] [sig       ] [1364/3605] Forecasting GAMB...
[2025-12-11T20:24:02.555503] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-11T20:24:02.555532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-11T20:24:02.567715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-11T20:24:02.568119] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-11T20:24:02.568978] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-11T20:24:02.569032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:02.569065] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:02.569091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:02.569148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:02.625868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:02.626790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:02.626876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:02.626907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:02.750644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:02.750799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:02.750838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:02.750865] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:02.754170] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=36.47%)
[2025-12-11T20:24:02.754438] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-11T20:24:02.754556] [INFO ] [sig       ] GAMB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:02.900943] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GAMB.txt
[2025-12-11T20:24:02.901116] [INFO ] [sig       ] [1364/3605] Completed GAMB in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:02.901170] [INFO ] [sig       ] [1365/3605] Forecasting GANX...
[2025-12-11T20:24:02.901201] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-11T20:24:02.901231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-11T20:24:02.912941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-11T20:24:02.913331] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-11T20:24:02.914132] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-11T20:24:02.914183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:02.914214] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:02.914239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:02.914295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:02.969668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:02.970482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:02.970563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:02.970613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:03.090153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:03.090262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:03.090298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:03.090326] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:03.093434] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-11T20:24:03.093725] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-11T20:24:03.093842] [INFO ] [sig       ] GANX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:03.230466] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GANX.txt
[2025-12-11T20:24:03.230586] [INFO ] [sig       ] [1365/3605] Completed GANX in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:03.230625] [INFO ] [sig       ] [1366/3605] Forecasting GASS...
[2025-12-11T20:24:03.230654] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-11T20:24:03.230682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-11T20:24:03.241470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-11T20:24:03.241744] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-11T20:24:03.242478] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-11T20:24:03.242527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:03.242558] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:03.242606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:03.242663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:03.298890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:03.299672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:03.299751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:03.299782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:03.419277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:03.419415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:03.419452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:03.419479] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:03.422740] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-11T20:24:03.423018] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-11T20:24:03.423138] [INFO ] [sig       ] GASS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:03.560965] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GASS.txt
[2025-12-11T20:24:03.561078] [INFO ] [sig       ] [1366/3605] Completed GASS in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:03.561115] [INFO ] [sig       ] [1367/3605] Forecasting GATX...
[2025-12-11T20:24:03.561142] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-11T20:24:03.561171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-11T20:24:03.572149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-11T20:24:03.572416] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-11T20:24:03.573180] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-11T20:24:03.573230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:03.573261] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:03.573288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:03.573343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:03.632941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:03.633788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:03.633871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:03.633905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:03.767053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:03.767200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:03.767239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:03.767268] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:03.770742] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-11T20:24:03.771022] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-11T20:24:03.771146] [INFO ] [sig       ] GATX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:03.916513] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GATX.txt
[2025-12-11T20:24:03.916670] [INFO ] [sig       ] [1367/3605] Completed GATX in 0.4s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:03.916711] [INFO ] [sig       ] [1368/3605] Forecasting GAUZ...
[2025-12-11T20:24:03.916740] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-11T20:24:03.916768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-11T20:24:03.928489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-11T20:24:03.928842] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-11T20:24:03.929715] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-11T20:24:03.929767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:03.929798] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:03.929824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:03.929880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:03.988979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:03.989785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:03.989874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:03.989909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:04.115512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:04.115693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:04.115761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:04.115801] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:04.119709] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=26.38%)
[2025-12-11T20:24:04.119987] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-11T20:24:04.120143] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:04.283170] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GAUZ.txt
[2025-12-11T20:24:04.283317] [INFO ] [sig       ] [1368/3605] Completed GAUZ in 0.4s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:04.283356] [INFO ] [sig       ] [1369/3605] Forecasting GBAB...
[2025-12-11T20:24:04.283387] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-11T20:24:04.283417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-11T20:24:04.295305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-11T20:24:04.295690] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-11T20:24:04.296547] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-11T20:24:04.296617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:04.296652] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:04.296680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:04.296736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:04.358025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:04.358901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:04.358984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:04.359017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:04.481652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:04.481776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:04.481815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:04.481841] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:04.485027] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=12.98%)
[2025-12-11T20:24:04.485291] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-11T20:24:04.485408] [INFO ] [sig       ] GBAB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:04.633238] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GBAB.txt
[2025-12-11T20:24:04.633371] [INFO ] [sig       ] [1369/3605] Completed GBAB in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:04.633409] [INFO ] [sig       ] [1370/3605] Forecasting GBCI...
[2025-12-11T20:24:04.633438] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-11T20:24:04.633466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-11T20:24:04.645493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-11T20:24:04.645827] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-11T20:24:04.646637] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-11T20:24:04.646688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:04.646719] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:04.646746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:04.646804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:04.706308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:04.707138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:04.707246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:04.707278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:04.829119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:04.829269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:04.829328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:04.829372] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:04.832779] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=35.81%)
[2025-12-11T20:24:04.833048] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-11T20:24:04.833166] [INFO ] [sig       ] GBCI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:04.972170] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GBCI.txt
[2025-12-11T20:24:04.972308] [INFO ] [sig       ] [1370/3605] Completed GBCI in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-11T20:24:04.972346] [INFO ] [sig       ] [1371/3605] Forecasting GBDC...
[2025-12-11T20:24:04.972375] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-11T20:24:04.972403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-11T20:24:04.983917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-11T20:24:04.984211] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-11T20:24:04.984975] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-11T20:24:04.985026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:04.985057] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:04.985083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:04.985141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:05.041443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:05.042081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:05.042163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:05.042195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:05.158971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:05.159119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:05.159167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:05.159197] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:05.162638] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-12-11T20:24:05.162928] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-11T20:24:05.163056] [INFO ] [sig       ] GBDC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:05.304470] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GBDC.txt
[2025-12-11T20:24:05.304635] [INFO ] [sig       ] [1371/3605] Completed GBDC in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-11T20:24:05.304675] [INFO ] [sig       ] [1372/3605] Forecasting GBIO...
[2025-12-11T20:24:05.304705] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-11T20:24:05.304733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-11T20:24:05.315792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-11T20:24:05.316093] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-11T20:24:05.316889] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-11T20:24:05.316939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:05.316983] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:05.317010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:05.317065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:05.375148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:05.375996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:05.376083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:05.376124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:05.491710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:05.491861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:05.491900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:05.491928] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:05.495235] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-11T20:24:05.495499] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-11T20:24:05.495637] [INFO ] [sig       ] GBIO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:05.632993] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GBIO.txt
[2025-12-11T20:24:05.633130] [INFO ] [sig       ] [1372/3605] Completed GBIO in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-11T20:24:05.633166] [INFO ] [sig       ] [1373/3605] Forecasting GBTG...
[2025-12-11T20:24:05.633195] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-11T20:24:05.633223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-11T20:24:05.643857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-11T20:24:05.644146] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-11T20:24:05.644919] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-11T20:24:05.644969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:05.645001] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:05.645027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:05.645081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:05.700481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:05.701224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:05.701302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:05.701333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:05.829604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:05.829762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:05.829802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:05.829830] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:05.833682] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=68.18%)
[2025-12-11T20:24:05.833983] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-11T20:24:05.834141] [INFO ] [sig       ] GBTG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:05.978548] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GBTG.txt
[2025-12-11T20:24:05.978757] [INFO ] [sig       ] [1373/3605] Completed GBTG in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-11T20:24:05.978800] [INFO ] [sig       ] [1374/3605] Forecasting GBX...
[2025-12-11T20:24:05.978830] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-11T20:24:05.978860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-11T20:24:05.991010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-11T20:24:05.991364] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-11T20:24:05.992183] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-11T20:24:05.992235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:05.992268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:05.992294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:05.992350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:06.051086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:06.051958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:06.052043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:06.052077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:06.169659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:06.169809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:06.169848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:06.169875] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:06.173164] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2025-12-11T20:24:06.173443] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-11T20:24:06.173564] [INFO ] [sig       ] GBX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:06.315159] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GBX.txt
[2025-12-11T20:24:06.315304] [INFO ] [sig       ] [1374/3605] Completed GBX in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-11T20:24:06.315342] [INFO ] [sig       ] [1375/3605] Forecasting GCBC...
[2025-12-11T20:24:06.315371] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-11T20:24:06.315400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-11T20:24:06.326754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-11T20:24:06.327114] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-11T20:24:06.327933] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-11T20:24:06.327984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:06.328015] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:06.328041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:06.328095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:06.387254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:06.388125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:06.388214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:06.388247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:06.502588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:06.502754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:06.502794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:06.502821] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:06.506390] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-11T20:24:06.506754] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-11T20:24:06.506886] [INFO ] [sig       ] GCBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:06.645422] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GCBC.txt
[2025-12-11T20:24:06.645590] [INFO ] [sig       ] [1375/3605] Completed GCBC in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-11T20:24:06.645637] [INFO ] [sig       ] [1376/3605] Forecasting GCMG...
[2025-12-11T20:24:06.645667] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-11T20:24:06.645696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-11T20:24:06.657392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-11T20:24:06.657797] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-11T20:24:06.658686] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-11T20:24:06.658742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:06.658782] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:06.658811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:06.658880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:06.730163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:06.731026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:06.731109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:06.731141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:06.852609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:06.852764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:06.852804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:06.852832] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:06.856519] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-11T20:24:06.856798] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-11T20:24:06.856918] [INFO ] [sig       ] GCMG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:06.996727] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GCMG.txt
[2025-12-11T20:24:06.996875] [INFO ] [sig       ] [1376/3605] Completed GCMG in 0.4s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:06.996913] [INFO ] [sig       ] [1377/3605] Forecasting GCO...
[2025-12-11T20:24:06.996941] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-11T20:24:06.996969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-11T20:24:07.008062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-11T20:24:07.008375] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-11T20:24:07.009331] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-11T20:24:07.009382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:07.009440] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:07.009468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:07.009524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:07.066673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:07.067524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:07.067621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:07.067655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:07.188832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:07.188983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:07.189022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:07.189051] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:07.192684] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-12-11T20:24:07.192963] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-11T20:24:07.193106] [INFO ] [sig       ] GCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:07.335426] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GCO.txt
[2025-12-11T20:24:07.335592] [INFO ] [sig       ] [1377/3605] Completed GCO in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:07.335635] [INFO ] [sig       ] [1378/3605] Forecasting GD...
[2025-12-11T20:24:07.335664] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-11T20:24:07.335692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-11T20:24:07.346702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-11T20:24:07.347020] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-11T20:24:07.347796] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-11T20:24:07.347867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:07.347899] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:07.347926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:07.347981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:07.405920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:07.406769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:07.406852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:07.406886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:07.524219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:07.524366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:07.524405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:07.524433] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:07.527977] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-12-11T20:24:07.528258] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-11T20:24:07.528381] [INFO ] [sig       ] GD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:07.671201] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GD.txt
[2025-12-11T20:24:07.671353] [INFO ] [sig       ] [1378/3605] Completed GD in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:07.671392] [INFO ] [sig       ] [1379/3605] Forecasting GDC...
[2025-12-11T20:24:07.671422] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-11T20:24:07.671451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-11T20:24:07.683124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-11T20:24:07.683509] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-11T20:24:07.684305] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-11T20:24:07.684358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:07.684391] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:07.684419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:07.684475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:07.741459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:07.742169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:07.742250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:07.742281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:07.859216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:07.859368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:07.859407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:07.859450] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:07.862846] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-11T20:24:07.863142] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-11T20:24:07.863270] [INFO ] [sig       ] GDC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:08.003624] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GDC.txt
[2025-12-11T20:24:08.003781] [INFO ] [sig       ] [1379/3605] Completed GDC in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:08.003820] [INFO ] [sig       ] [1380/3605] Forecasting GDDY...
[2025-12-11T20:24:08.003850] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-11T20:24:08.003880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-11T20:24:08.014981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-11T20:24:08.015249] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-11T20:24:08.016034] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-11T20:24:08.016085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:08.016117] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:08.016146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:08.016209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:08.073496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:08.074202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:08.074284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:08.074318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:08.195111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:08.195267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:08.195309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:08.195338] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:08.198799] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-12-11T20:24:08.199073] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-11T20:24:08.199195] [INFO ] [sig       ] GDDY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:08.341914] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GDDY.txt
[2025-12-11T20:24:08.342039] [INFO ] [sig       ] [1380/3605] Completed GDDY in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:08.342077] [INFO ] [sig       ] [1381/3605] Forecasting GDEN...
[2025-12-11T20:24:08.342106] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-11T20:24:08.342134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-11T20:24:08.352961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-11T20:24:08.353215] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-11T20:24:08.353981] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-11T20:24:08.354032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:08.354063] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:08.354090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:08.354144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:08.411208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:08.411863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:08.411958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:08.411989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:08.534005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:08.534160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:08.534199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:08.534226] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:08.537557] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=70.88%)
[2025-12-11T20:24:08.537854] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-11T20:24:08.537981] [INFO ] [sig       ] GDEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:08.677436] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GDEN.txt
[2025-12-11T20:24:08.677556] [INFO ] [sig       ] [1381/3605] Completed GDEN in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:08.677612] [INFO ] [sig       ] [1382/3605] Forecasting GDRX...
[2025-12-11T20:24:08.677641] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-11T20:24:08.677669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-11T20:24:08.689937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-11T20:24:08.690374] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-11T20:24:08.691246] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-11T20:24:08.691311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:08.691347] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:08.691374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:08.691432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:08.752924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:08.754023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:08.754111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:08.754144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:08.875557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:08.875733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:08.875773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:08.875800] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:08.879275] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=83.14%)
[2025-12-11T20:24:08.879548] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-11T20:24:08.879688] [INFO ] [sig       ] GDRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:09.019398] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GDRX.txt
[2025-12-11T20:24:09.019542] [INFO ] [sig       ] [1382/3605] Completed GDRX in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:09.019599] [INFO ] [sig       ] [1383/3605] Forecasting GDS...
[2025-12-11T20:24:09.019630] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-11T20:24:09.019659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-11T20:24:09.031693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-11T20:24:09.032046] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-11T20:24:09.032858] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-11T20:24:09.032911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:09.032944] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:09.032984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:09.033043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:09.090498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:09.091221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:09.091301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:09.091334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:09.214853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:09.215007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:09.215046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:09.215074] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:09.218410] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-11T20:24:09.218709] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-11T20:24:09.218836] [INFO ] [sig       ] GDS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:09.368045] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GDS.txt
[2025-12-11T20:24:09.368199] [INFO ] [sig       ] [1383/3605] Completed GDS in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:09.368244] [INFO ] [sig       ] [1384/3605] Forecasting GDYN...
[2025-12-11T20:24:09.368274] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-11T20:24:09.368303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-11T20:24:09.380477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-11T20:24:09.380836] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-11T20:24:09.381677] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-11T20:24:09.381730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:09.381762] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:09.381789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:09.381845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:09.439508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:09.440341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:09.440421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:09.440453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:09.563424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:09.563595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:09.563636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:09.563664] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:09.566945] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-11T20:24:09.567210] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-11T20:24:09.567331] [INFO ] [sig       ] GDYN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:09.708391] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GDYN.txt
[2025-12-11T20:24:09.708548] [INFO ] [sig       ] [1384/3605] Completed GDYN in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:09.708611] [INFO ] [sig       ] [1385/3605] Forecasting GE...
[2025-12-11T20:24:09.708642] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-11T20:24:09.708671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-11T20:24:09.721792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-11T20:24:09.722116] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-11T20:24:09.723122] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-11T20:24:09.723174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:09.723206] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:09.723233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:09.723288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:09.782700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:09.783558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:09.783658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:09.783692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:09.906401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:09.906537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:09.906593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:09.906624] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:09.910022] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-11T20:24:09.910295] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-11T20:24:09.910416] [INFO ] [sig       ] GE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:10.051242] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GE.txt
[2025-12-11T20:24:10.051394] [INFO ] [sig       ] [1385/3605] Completed GE in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:10.051433] [INFO ] [sig       ] [1386/3605] Forecasting GECC...
[2025-12-11T20:24:10.051463] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-11T20:24:10.051493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-11T20:24:10.062805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-11T20:24:10.063107] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-11T20:24:10.063899] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-11T20:24:10.063950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:10.063982] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:10.064009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:10.064066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:10.123991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:10.124796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:10.124876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:10.124909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:10.243979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:10.244121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:10.244164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:10.244191] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:10.247430] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-12-11T20:24:10.247710] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-11T20:24:10.247849] [INFO ] [sig       ] GECC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:10.384955] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GECC.txt
[2025-12-11T20:24:10.385078] [INFO ] [sig       ] [1386/3605] Completed GECC in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:10.385117] [INFO ] [sig       ] [1387/3605] Forecasting GEF...
[2025-12-11T20:24:10.385144] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-11T20:24:10.385179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-11T20:24:10.396149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-11T20:24:10.396427] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-11T20:24:10.397213] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-11T20:24:10.397264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:10.397296] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:10.397324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:10.397380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:10.456122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:10.456956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:10.457068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:10.457102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:10.574423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:10.574585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:10.574626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:10.574654] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:10.577923] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=45.05%)
[2025-12-11T20:24:10.578186] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-11T20:24:10.578303] [INFO ] [sig       ] GEF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:10.716139] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GEF.txt
[2025-12-11T20:24:10.716286] [INFO ] [sig       ] [1387/3605] Completed GEF in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-11T20:24:10.716323] [INFO ] [sig       ] [1388/3605] Forecasting GEHC...
[2025-12-11T20:24:10.716353] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-11T20:24:10.716383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-11T20:24:10.727264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-11T20:24:10.727533] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-11T20:24:10.728330] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-11T20:24:10.728380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:10.728411] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:10.728437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:10.728495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:10.788555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:10.789315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:10.789392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:10.789423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:10.908799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:10.908947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:10.908988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:10.909015] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:10.912425] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-11T20:24:10.912720] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-11T20:24:10.912841] [INFO ] [sig       ] GEHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:11.052491] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GEHC.txt
[2025-12-11T20:24:11.052664] [INFO ] [sig       ] [1388/3605] Completed GEHC in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-11T20:24:11.052706] [INFO ] [sig       ] [1389/3605] Forecasting GEL...
[2025-12-11T20:24:11.052736] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-11T20:24:11.052765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-11T20:24:11.064242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-11T20:24:11.064531] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-11T20:24:11.065297] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-11T20:24:11.065346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:11.065377] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:11.065403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:11.065459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:11.120935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:11.121667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:11.121744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:11.121775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:11.241967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:11.242111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:11.242150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:11.242177] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:11.245433] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-11T20:24:11.245720] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-11T20:24:11.245839] [INFO ] [sig       ] GEL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:11.391403] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GEL.txt
[2025-12-11T20:24:11.391558] [INFO ] [sig       ] [1389/3605] Completed GEL in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-11T20:24:11.391619] [INFO ] [sig       ] [1390/3605] Forecasting GEN...
[2025-12-11T20:24:11.391648] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-11T20:24:11.391676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-11T20:24:11.403272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-11T20:24:11.403646] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-11T20:24:11.404411] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-11T20:24:11.404461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:11.404492] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:11.404516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:11.404594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:11.460993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:11.461884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:11.461967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:11.461999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:11.582768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:11.582918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:11.582958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:11.582986] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:11.586514] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-11T20:24:11.586809] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-11T20:24:11.586929] [INFO ] [sig       ] GEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:11.728782] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GEN.txt
[2025-12-11T20:24:11.729028] [INFO ] [sig       ] [1390/3605] Completed GEN in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-11T20:24:11.729085] [INFO ] [sig       ] [1391/3605] Forecasting GENI...
[2025-12-11T20:24:11.729124] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-11T20:24:11.729163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-11T20:24:11.741134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-11T20:24:11.741470] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-11T20:24:11.742237] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-11T20:24:11.742288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:11.742320] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:11.742345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:11.742400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:11.801075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:11.802098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:11.802182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:11.802215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:11.920011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:11.920160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:11.920200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:11.920227] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:11.923564] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-11T20:24:11.923872] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-11T20:24:11.924007] [INFO ] [sig       ] GENI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:12.064406] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GENI.txt
[2025-12-11T20:24:12.064550] [INFO ] [sig       ] [1391/3605] Completed GENI in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-11T20:24:12.064606] [INFO ] [sig       ] [1392/3605] Forecasting GENK...
[2025-12-11T20:24:12.064635] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-11T20:24:12.064664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-11T20:24:12.075761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-11T20:24:12.076074] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-11T20:24:12.076840] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-11T20:24:12.076890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:12.076921] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:12.076947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:12.077002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:12.133891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:12.134729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:12.134807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:12.134839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:12.256647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:12.256803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:12.256846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:12.256876] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:12.260312] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-11T20:24:12.260621] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-11T20:24:12.260748] [INFO ] [sig       ] GENK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:12.400482] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GENK.txt
[2025-12-11T20:24:12.400650] [INFO ] [sig       ] [1392/3605] Completed GENK in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-11T20:24:12.400691] [INFO ] [sig       ] [1393/3605] Forecasting GEOS...
[2025-12-11T20:24:12.400719] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-11T20:24:12.400752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-11T20:24:12.412451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-11T20:24:12.412811] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-11T20:24:12.413593] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-11T20:24:12.413645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:12.413678] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:12.413706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:12.413762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:12.471819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:12.472689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:12.472770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:12.472805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:12.592361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:12.592516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:12.592559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:12.592611] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:12.595974] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-11T20:24:12.596276] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-11T20:24:12.596404] [INFO ] [sig       ] GEOS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:12.740048] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GEOS.txt
[2025-12-11T20:24:12.740194] [INFO ] [sig       ] [1393/3605] Completed GEOS in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-11T20:24:12.740234] [INFO ] [sig       ] [1394/3605] Forecasting GERN...
[2025-12-11T20:24:12.740262] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-11T20:24:12.740293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-11T20:24:12.751822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-11T20:24:12.752151] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-11T20:24:12.752933] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-11T20:24:12.752983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:12.753039] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:12.753067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:12.753139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:12.815112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:12.816113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:12.816227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:12.816262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:12.940742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:12.940934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:12.940981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:12.941020] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:12.945859] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-11T20:24:12.946274] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-11T20:24:12.946442] [INFO ] [sig       ] GERN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:13.102252] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GERN.txt
[2025-12-11T20:24:13.102442] [INFO ] [sig       ] [1394/3605] Completed GERN in 0.4s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:13.102493] [INFO ] [sig       ] [1395/3605] Forecasting GES...
[2025-12-11T20:24:13.102524] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-11T20:24:13.102591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-11T20:24:13.115345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-11T20:24:13.115708] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-11T20:24:13.116527] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-11T20:24:13.116599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:13.116638] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:13.116668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:13.116729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:13.177221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:13.178097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:13.178178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:13.178211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:13.305828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:13.306005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:13.306049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:13.306078] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:13.310251] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-11T20:24:13.310763] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-11T20:24:13.310945] [INFO ] [sig       ] GES: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:13.460007] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GES.txt
[2025-12-11T20:24:13.460159] [INFO ] [sig       ] [1395/3605] Completed GES in 0.4s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:13.460199] [INFO ] [sig       ] [1396/3605] Forecasting GEVO...
[2025-12-11T20:24:13.460230] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-11T20:24:13.460258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-11T20:24:13.472177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-11T20:24:13.472465] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-11T20:24:13.473239] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-11T20:24:13.473300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:13.473333] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:13.473359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:13.473413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:13.532090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:13.533059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:13.533147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:13.533181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:13.652254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:13.652406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:13.652447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:13.652475] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:13.655797] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-11T20:24:13.656073] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-11T20:24:13.656196] [INFO ] [sig       ] GEVO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:13.794084] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GEVO.txt
[2025-12-11T20:24:13.794219] [INFO ] [sig       ] [1396/3605] Completed GEVO in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:13.794256] [INFO ] [sig       ] [1397/3605] Forecasting GFF...
[2025-12-11T20:24:13.794286] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-11T20:24:13.794320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-11T20:24:13.806411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-11T20:24:13.806831] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-11T20:24:13.807665] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-11T20:24:13.807717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:13.807749] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:13.807776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:13.807857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:13.864961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:13.865897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:13.865986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:13.866021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:13.982161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:13.982319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:13.982360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:13.982420] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:13.985889] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-12-11T20:24:13.986162] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-11T20:24:13.986313] [INFO ] [sig       ] GFF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:14.130971] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GFF.txt
[2025-12-11T20:24:14.131127] [INFO ] [sig       ] [1397/3605] Completed GFF in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:14.131166] [INFO ] [sig       ] [1398/3605] Forecasting GFI...
[2025-12-11T20:24:14.131196] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-11T20:24:14.131225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-11T20:24:14.143073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-11T20:24:14.143380] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-11T20:24:14.144145] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-11T20:24:14.144195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:14.144225] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:14.144251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:14.144305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:14.200277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:14.201097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:14.201177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:14.201208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:14.330544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:14.330894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:14.330933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:14.330961] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:14.334430] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-11T20:24:14.334712] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-11T20:24:14.334832] [INFO ] [sig       ] GFI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:14.474524] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GFI.txt
[2025-12-11T20:24:14.474696] [INFO ] [sig       ] [1398/3605] Completed GFI in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:14.474737] [INFO ] [sig       ] [1399/3605] Forecasting GFL...
[2025-12-11T20:24:14.474765] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-11T20:24:14.474794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-11T20:24:14.490142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-11T20:24:14.490614] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-11T20:24:14.491623] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-11T20:24:14.491684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:14.491722] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:14.491754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:14.491833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:14.555223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:14.556107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:14.556186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:14.556217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:14.676669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:14.676824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:14.676864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:14.676892] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:14.680175] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-11T20:24:14.680446] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-11T20:24:14.680566] [INFO ] [sig       ] GFL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:14.820148] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GFL.txt
[2025-12-11T20:24:14.820295] [INFO ] [sig       ] [1399/3605] Completed GFL in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:14.820339] [INFO ] [sig       ] [1400/3605] Forecasting GFS...
[2025-12-11T20:24:14.820369] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-11T20:24:14.820400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-11T20:24:14.831364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-11T20:24:14.831682] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-11T20:24:14.832427] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-11T20:24:14.832477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:14.832508] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:14.832534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:14.832609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:14.890445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:14.891515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:14.891641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:14.891691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:15.023780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:15.023936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:15.023976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:15.024003] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:15.027280] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2025-12-11T20:24:15.027545] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-11T20:24:15.027680] [INFO ] [sig       ] GFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:15.168301] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GFS.txt
[2025-12-11T20:24:15.168431] [INFO ] [sig       ] [1400/3605] Completed GFS in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:15.168468] [INFO ] [sig       ] [1401/3605] Forecasting GGAL...
[2025-12-11T20:24:15.168497] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-11T20:24:15.168525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-11T20:24:15.179529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-11T20:24:15.179902] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-11T20:24:15.180684] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-11T20:24:15.180734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:15.180765] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:15.180791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:15.180845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:15.238013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:15.238827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:15.238909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:15.238943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:15.357629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:15.357777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:15.357815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:15.357856] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:15.361120] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-11T20:24:15.361402] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-11T20:24:15.361520] [INFO ] [sig       ] GGAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:15.501902] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GGAL.txt
[2025-12-11T20:24:15.502029] [INFO ] [sig       ] [1401/3605] Completed GGAL in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:15.502067] [INFO ] [sig       ] [1402/3605] Forecasting GGB...
[2025-12-11T20:24:15.502096] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-11T20:24:15.502125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-11T20:24:15.514298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-11T20:24:15.514679] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-11T20:24:15.515442] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-11T20:24:15.515492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:15.515522] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:15.515547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:15.515621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:15.572383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:15.573176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:15.573265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:15.573297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:15.694825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:15.694978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:15.695017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:15.695045] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:15.698421] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-11T20:24:15.698700] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-11T20:24:15.698820] [INFO ] [sig       ] GGB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:15.838389] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GGB.txt
[2025-12-11T20:24:15.838531] [INFO ] [sig       ] [1402/3605] Completed GGB in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:15.838568] [INFO ] [sig       ] [1403/3605] Forecasting GGG...
[2025-12-11T20:24:15.838617] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-11T20:24:15.838648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-11T20:24:15.850541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-11T20:24:15.850893] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-11T20:24:15.851664] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-11T20:24:15.851714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:15.851744] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:15.851770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:15.851825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:15.907870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:15.908796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:15.908876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:15.908908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:16.026913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:16.027073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:16.027129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:16.027157] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:16.030526] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=47.47%)
[2025-12-11T20:24:16.030835] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-11T20:24:16.030959] [INFO ] [sig       ] GGG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:16.171906] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GGG.txt
[2025-12-11T20:24:16.172054] [INFO ] [sig       ] [1403/3605] Completed GGG in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:16.172091] [INFO ] [sig       ] [1404/3605] Forecasting GGLL...
[2025-12-11T20:24:16.172121] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-11T20:24:16.172149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-11T20:24:16.184121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-11T20:24:16.184450] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-11T20:24:16.185229] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-11T20:24:16.185280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:16.185310] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:16.185337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:16.185392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:16.241733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:16.242552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:16.242686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:16.242719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:16.358719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:16.358871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:16.358911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:16.358939] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:16.362358] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-11T20:24:16.362675] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-11T20:24:16.362818] [INFO ] [sig       ] GGLL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:16.505113] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GGLL.txt
[2025-12-11T20:24:16.505263] [INFO ] [sig       ] [1404/3605] Completed GGLL in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-11T20:24:16.505301] [INFO ] [sig       ] [1405/3605] Forecasting GGLS...
[2025-12-11T20:24:16.505330] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-11T20:24:16.505359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-11T20:24:16.517792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-11T20:24:16.518182] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-11T20:24:16.518986] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-11T20:24:16.519037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:16.519070] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:16.519097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:16.519155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:16.577978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:16.578903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:16.578986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:16.579019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:16.701742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:16.701900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:16.701939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:16.701967] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:16.705348] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-11T20:24:16.705649] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-11T20:24:16.705779] [INFO ] [sig       ] GGLS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:16.849322] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GGLS.txt
[2025-12-11T20:24:16.849469] [INFO ] [sig       ] [1405/3605] Completed GGLS in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-11T20:24:16.849509] [INFO ] [sig       ] [1406/3605] Forecasting GH...
[2025-12-11T20:24:16.849536] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-11T20:24:16.849564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-11T20:24:16.861696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-11T20:24:16.862033] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-11T20:24:16.862902] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-11T20:24:16.862955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:16.862989] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:16.863016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:16.863072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:16.921318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:16.922166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:16.922248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:16.922282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:17.059566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:17.059736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:17.059777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:17.059807] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:17.063188] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=41.10%)
[2025-12-11T20:24:17.063460] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-11T20:24:17.063600] [INFO ] [sig       ] GH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:17.201237] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GH.txt
[2025-12-11T20:24:17.201367] [INFO ] [sig       ] [1406/3605] Completed GH in 0.4s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-11T20:24:17.201405] [INFO ] [sig       ] [1407/3605] Forecasting GHI...
[2025-12-11T20:24:17.201433] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-11T20:24:17.201464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-11T20:24:17.213278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-11T20:24:17.213701] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-11T20:24:17.214499] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-11T20:24:17.214550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:17.214614] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:17.214643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:17.214699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:17.273443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:17.274329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:17.274413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:17.274445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:17.393594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:17.393764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:17.393807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:17.393835] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:17.398287] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-12-11T20:24:17.398623] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-11T20:24:17.398762] [INFO ] [sig       ] GHI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:17.539652] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GHI.txt
[2025-12-11T20:24:17.539814] [INFO ] [sig       ] [1407/3605] Completed GHI in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-11T20:24:17.539853] [INFO ] [sig       ] [1408/3605] Forecasting GHM...
[2025-12-11T20:24:17.539881] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-11T20:24:17.539910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-11T20:24:17.551747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-11T20:24:17.552022] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-11T20:24:17.552791] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-11T20:24:17.552841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:17.552872] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:17.552899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:17.552953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:17.610562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:17.611193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:17.611267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:17.611298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:17.730448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:17.730599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:17.730638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:17.730665] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:17.733887] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-11T20:24:17.734150] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-11T20:24:17.734268] [INFO ] [sig       ] GHM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:17.872974] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GHM.txt
[2025-12-11T20:24:17.873123] [INFO ] [sig       ] [1408/3605] Completed GHM in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-11T20:24:17.873162] [INFO ] [sig       ] [1409/3605] Forecasting GHRS...
[2025-12-11T20:24:17.873190] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-11T20:24:17.873220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-11T20:24:17.884702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-11T20:24:17.885049] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-11T20:24:17.885832] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-11T20:24:17.885882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:17.885913] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:17.885939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:17.885994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:17.941701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:17.942518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:17.942619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:17.942653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:18.064376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:18.064557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:18.064611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:18.064639] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:18.067914] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-11T20:24:18.068175] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-11T20:24:18.068293] [INFO ] [sig       ] GHRS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:18.205039] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GHRS.txt
[2025-12-11T20:24:18.205194] [INFO ] [sig       ] [1409/3605] Completed GHRS in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-11T20:24:18.205233] [INFO ] [sig       ] [1410/3605] Forecasting GHY...
[2025-12-11T20:24:18.205261] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-11T20:24:18.205290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-11T20:24:18.217066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-11T20:24:18.217355] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-11T20:24:18.218146] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-11T20:24:18.218197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:18.218227] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:18.218252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:18.218306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:18.276044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:18.276806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:18.276884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:18.276916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:18.392023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:18.392169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:18.392206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:18.392233] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:18.395470] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=49.42%)
[2025-12-11T20:24:18.395747] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-11T20:24:18.395864] [INFO ] [sig       ] GHY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:18.533234] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GHY.txt
[2025-12-11T20:24:18.533349] [INFO ] [sig       ] [1410/3605] Completed GHY in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-11T20:24:18.533384] [INFO ] [sig       ] [1411/3605] Forecasting GIB...
[2025-12-11T20:24:18.533455] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-11T20:24:18.533486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-11T20:24:18.546110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-11T20:24:18.546372] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-11T20:24:18.547327] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-11T20:24:18.547378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:18.547432] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:18.547459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:18.547518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:18.603817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:18.604393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:18.604470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:18.604503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:18.721629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:18.721763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:18.721800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:18.721827] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:18.725059] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-11T20:24:18.725319] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-11T20:24:18.725438] [INFO ] [sig       ] GIB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:18.863087] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GIB.txt
[2025-12-11T20:24:18.863201] [INFO ] [sig       ] [1411/3605] Completed GIB in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-11T20:24:18.863238] [INFO ] [sig       ] [1412/3605] Forecasting GIFI...
[2025-12-11T20:24:18.863266] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-11T20:24:18.863295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-11T20:24:18.874448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-11T20:24:18.874779] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-11T20:24:18.875529] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-11T20:24:18.875600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:18.875633] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:18.875660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:18.875714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:18.932247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:18.932901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:18.932989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:18.933022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:19.046249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:19.046386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:19.046425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:19.046452] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:19.049748] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-11T20:24:19.050008] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-11T20:24:19.050125] [INFO ] [sig       ] GIFI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:19.191932] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GIFI.txt
[2025-12-11T20:24:19.192077] [INFO ] [sig       ] [1412/3605] Completed GIFI in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:19.192116] [INFO ] [sig       ] [1413/3605] Forecasting GIII...
[2025-12-11T20:24:19.192149] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-11T20:24:19.192180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-11T20:24:19.203369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-11T20:24:19.203679] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-11T20:24:19.204431] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-11T20:24:19.204482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:19.204513] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:19.204539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:19.204613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:19.260745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:19.261498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:19.261594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:19.261819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:19.379515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:19.379855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:19.379893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:19.379920] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:19.383151] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-12-11T20:24:19.383410] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-11T20:24:19.383531] [INFO ] [sig       ] GIII: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:19.526452] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GIII.txt
[2025-12-11T20:24:19.526596] [INFO ] [sig       ] [1413/3605] Completed GIII in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:19.526636] [INFO ] [sig       ] [1414/3605] Forecasting GIL...
[2025-12-11T20:24:19.526665] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-11T20:24:19.526694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-11T20:24:19.537754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-11T20:24:19.538052] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-11T20:24:19.538824] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-11T20:24:19.538874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:19.538905] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:19.538932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:19.538987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:19.596266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:19.596978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:19.597053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:19.597084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:19.721055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:19.721202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:19.721239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:19.721311] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:19.724700] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=31.56%)
[2025-12-11T20:24:19.724965] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-11T20:24:19.725084] [INFO ] [sig       ] GIL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:19.865926] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GIL.txt
[2025-12-11T20:24:19.866039] [INFO ] [sig       ] [1414/3605] Completed GIL in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:19.866076] [INFO ] [sig       ] [1415/3605] Forecasting GILD...
[2025-12-11T20:24:19.866104] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-11T20:24:19.866133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-11T20:24:19.878605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-11T20:24:19.878986] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-11T20:24:19.879927] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-11T20:24:19.879981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:19.880022] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:19.880050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:19.880107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:19.941053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:19.941998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:19.942097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:19.942140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:20.067949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:20.068102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:20.068141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:20.068167] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:20.071611] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-11T20:24:20.071881] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-11T20:24:20.072003] [INFO ] [sig       ] GILD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:20.209024] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GILD.txt
[2025-12-11T20:24:20.209163] [INFO ] [sig       ] [1415/3605] Completed GILD in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:20.209201] [INFO ] [sig       ] [1416/3605] Forecasting GIS...
[2025-12-11T20:24:20.209229] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-11T20:24:20.209258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-11T20:24:20.221074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-11T20:24:20.221429] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-11T20:24:20.222253] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-11T20:24:20.222305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:20.222337] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:20.222364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:20.222422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:20.280366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:20.281076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:20.281157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:20.281205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:20.398822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:20.398968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:20.399008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:20.399037] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:20.402505] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-11T20:24:20.402794] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-11T20:24:20.402914] [INFO ] [sig       ] GIS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:20.541748] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GIS.txt
[2025-12-11T20:24:20.541887] [INFO ] [sig       ] [1416/3605] Completed GIS in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:20.541926] [INFO ] [sig       ] [1417/3605] Forecasting GKOS...
[2025-12-11T20:24:20.541955] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-11T20:24:20.541986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-11T20:24:20.553279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-11T20:24:20.553566] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-11T20:24:20.554352] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-11T20:24:20.554405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:20.554439] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:20.554468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:20.554526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:20.616139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:20.616928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:20.617018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:20.617054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:20.736241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:20.736394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:20.736436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:20.736466] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:20.739877] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=81.86%)
[2025-12-11T20:24:20.740155] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-11T20:24:20.740281] [INFO ] [sig       ] GKOS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:20.878879] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GKOS.txt
[2025-12-11T20:24:20.879010] [INFO ] [sig       ] [1417/3605] Completed GKOS in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:20.879049] [INFO ] [sig       ] [1418/3605] Forecasting GL...
[2025-12-11T20:24:20.879078] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-11T20:24:20.879109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-11T20:24:20.891712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-11T20:24:20.892068] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-11T20:24:20.892897] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-11T20:24:20.892952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:20.892986] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:20.893014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:20.893092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:20.952053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:20.953051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:20.953136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:20.953168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:21.075216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:21.075367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:21.075406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:21.075433] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:21.078766] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2025-12-11T20:24:21.079034] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-11T20:24:21.079154] [INFO ] [sig       ] GL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:21.216926] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GL.txt
[2025-12-11T20:24:21.217044] [INFO ] [sig       ] [1418/3605] Completed GL in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:21.217082] [INFO ] [sig       ] [1419/3605] Forecasting GLAD...
[2025-12-11T20:24:21.217110] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-11T20:24:21.217137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-11T20:24:21.229058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-11T20:24:21.229341] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-11T20:24:21.230124] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-11T20:24:21.230176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:21.230208] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:21.230235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:21.230292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:21.289543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:21.290245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:21.290324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:21.290358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:21.406004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:21.406156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:21.406197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:21.406226] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:21.409611] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-11T20:24:21.409890] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-11T20:24:21.410011] [INFO ] [sig       ] GLAD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:21.548170] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GLAD.txt
[2025-12-11T20:24:21.548290] [INFO ] [sig       ] [1419/3605] Completed GLAD in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:21.548326] [INFO ] [sig       ] [1420/3605] Forecasting GLBE...
[2025-12-11T20:24:21.548355] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-11T20:24:21.548391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-11T20:24:21.559547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-11T20:24:21.559831] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-11T20:24:21.560587] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-11T20:24:21.560648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:21.560680] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:21.560706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:21.560761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:21.618377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:21.618992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:21.619070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:21.619102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:21.742353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:21.742503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:21.742544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:21.742591] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:21.745924] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-11T20:24:21.746186] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-11T20:24:21.746303] [INFO ] [sig       ] GLBE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:21.885525] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GLBE.txt
[2025-12-11T20:24:21.885691] [INFO ] [sig       ] [1420/3605] Completed GLBE in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:21.885730] [INFO ] [sig       ] [1421/3605] Forecasting GLBS...
[2025-12-11T20:24:21.885760] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-11T20:24:21.885789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-11T20:24:21.897306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-11T20:24:21.897675] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-11T20:24:21.898454] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-11T20:24:21.898504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:21.898534] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:21.898561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:21.898643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:21.954733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:21.955633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:21.955746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:21.955781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:22.066175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:22.066327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:22.066367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:22.066395] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:22.069792] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-11T20:24:22.070059] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-11T20:24:22.070178] [INFO ] [sig       ] GLBS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:22.206923] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GLBS.txt
[2025-12-11T20:24:22.207040] [INFO ] [sig       ] [1421/3605] Completed GLBS in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-11T20:24:22.207076] [INFO ] [sig       ] [1422/3605] Forecasting GLDD...
[2025-12-11T20:24:22.207105] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-11T20:24:22.207134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-11T20:24:22.218277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-11T20:24:22.218592] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-11T20:24:22.219339] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-11T20:24:22.219389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:22.219420] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:22.219445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:22.219500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:22.279622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:22.280420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:22.280506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:22.280539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:22.398652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:22.398789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:22.398827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:22.398854] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:22.402084] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-11T20:24:22.402345] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-11T20:24:22.402462] [INFO ] [sig       ] GLDD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:22.539720] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GLDD.txt
[2025-12-11T20:24:22.539838] [INFO ] [sig       ] [1422/3605] Completed GLDD in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-11T20:24:22.539875] [INFO ] [sig       ] [1423/3605] Forecasting GLNG...
[2025-12-11T20:24:22.539904] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-11T20:24:22.539939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-11T20:24:22.551143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-11T20:24:22.551418] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-11T20:24:22.552174] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-11T20:24:22.552225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:22.552256] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:22.552282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:22.552338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:22.608247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:22.608867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:22.608944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:22.608975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:22.729167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:22.729295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:22.729332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:22.729359] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:22.732650] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-11T20:24:22.732913] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-11T20:24:22.733030] [INFO ] [sig       ] GLNG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:22.872140] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GLNG.txt
[2025-12-11T20:24:22.872271] [INFO ] [sig       ] [1423/3605] Completed GLNG in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-11T20:24:22.872309] [INFO ] [sig       ] [1424/3605] Forecasting GLOB...
[2025-12-11T20:24:22.872337] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-11T20:24:22.872367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-11T20:24:22.884292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-11T20:24:22.884635] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-11T20:24:22.885435] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-11T20:24:22.885488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:22.885521] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:22.885549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:22.885627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:22.943260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:22.944142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:22.944241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:22.944284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:23.062967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:23.063128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:23.063170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:23.063200] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:23.066720] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-12-11T20:24:23.066992] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-11T20:24:23.067112] [INFO ] [sig       ] GLOB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:23.213922] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GLOB.txt
[2025-12-11T20:24:23.214088] [INFO ] [sig       ] [1424/3605] Completed GLOB in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-11T20:24:23.214127] [INFO ] [sig       ] [1425/3605] Forecasting GLP...
[2025-12-11T20:24:23.214157] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-11T20:24:23.214189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-11T20:24:23.225278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-11T20:24:23.225555] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-11T20:24:23.226372] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-11T20:24:23.226425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:23.226458] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:23.226484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:23.226539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:23.288695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:23.289548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:23.289646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:23.289678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:23.411187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:23.411347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:23.411389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:23.411417] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:23.414922] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-12-11T20:24:23.415227] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-11T20:24:23.415356] [INFO ] [sig       ] GLP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:23.553098] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GLP.txt
[2025-12-11T20:24:23.553224] [INFO ] [sig       ] [1425/3605] Completed GLP in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-11T20:24:23.553262] [INFO ] [sig       ] [1426/3605] Forecasting GLPG...
[2025-12-11T20:24:23.553290] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-11T20:24:23.553319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-11T20:24:23.564594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-11T20:24:23.564863] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-11T20:24:23.565656] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-11T20:24:23.565706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:23.565737] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:23.565762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:23.565816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:23.621771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:23.622414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:23.622491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:23.622522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:23.742713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:23.742864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:23.742903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:23.742930] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:23.746210] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-11T20:24:23.746474] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-11T20:24:23.746616] [INFO ] [sig       ] GLPG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:23.883584] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GLPG.txt
[2025-12-11T20:24:23.883720] [INFO ] [sig       ] [1426/3605] Completed GLPG in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-11T20:24:23.883758] [INFO ] [sig       ] [1427/3605] Forecasting GLPI...
[2025-12-11T20:24:23.883787] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-11T20:24:23.883816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-11T20:24:23.894969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-11T20:24:23.895271] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-11T20:24:23.896057] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-11T20:24:23.896108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:23.896141] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:23.896169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:23.896225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:23.962715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:23.963801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:23.963899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:23.963942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:24.086702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:24.086887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:24.086941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:24.086971] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:24.090524] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-12-11T20:24:24.090834] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-11T20:24:24.090958] [INFO ] [sig       ] GLPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:24.235617] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GLPI.txt
[2025-12-11T20:24:24.235794] [INFO ] [sig       ] [1427/3605] Completed GLPI in 0.4s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-11T20:24:24.235834] [INFO ] [sig       ] [1428/3605] Forecasting GLRE...
[2025-12-11T20:24:24.235864] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-11T20:24:24.235892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-11T20:24:24.247715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-11T20:24:24.248090] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-11T20:24:24.248925] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-11T20:24:24.248975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:24.249031] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:24.249059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:24.249115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:24.306651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:24.307536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:24.307643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:24.307678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:24.426599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:24.426750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:24.426789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:24.426816] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:24.430097] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-12-11T20:24:24.430363] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-11T20:24:24.430481] [INFO ] [sig       ] GLRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:24.569694] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GLRE.txt
[2025-12-11T20:24:24.569836] [INFO ] [sig       ] [1428/3605] Completed GLRE in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-11T20:24:24.569877] [INFO ] [sig       ] [1429/3605] Forecasting GLSI...
[2025-12-11T20:24:24.569909] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-11T20:24:24.569940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-11T20:24:24.581758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-11T20:24:24.582092] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-11T20:24:24.582904] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-11T20:24:24.582968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:24.582999] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:24.583025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:24.583080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:24.640023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:24.640665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:24.640743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:24.640774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:24.755542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:24.755693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:24.755731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:24.755759] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:24.759064] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-12-11T20:24:24.759327] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-11T20:24:24.759445] [INFO ] [sig       ] GLSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:24.898278] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GLSI.txt
[2025-12-11T20:24:24.898416] [INFO ] [sig       ] [1429/3605] Completed GLSI in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-11T20:24:24.898453] [INFO ] [sig       ] [1430/3605] Forecasting GLTO...
[2025-12-11T20:24:24.898481] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-11T20:24:24.898510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-11T20:24:24.909274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-11T20:24:24.909618] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-11T20:24:24.910367] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-11T20:24:24.910416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:24.910448] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:24.910474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:24.910531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:24.967917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:24.968766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:24.968844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:24.968876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:25.081818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:25.081964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:25.082001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:25.082028] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:25.085281] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2025-12-11T20:24:25.085546] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-11T20:24:25.085687] [INFO ] [sig       ] GLTO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:25.223926] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GLTO.txt
[2025-12-11T20:24:25.224039] [INFO ] [sig       ] [1430/3605] Completed GLTO in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:25.224076] [INFO ] [sig       ] [1431/3605] Forecasting GLUE...
[2025-12-11T20:24:25.224105] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-11T20:24:25.224133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-11T20:24:25.234816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-11T20:24:25.235138] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-11T20:24:25.235908] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-11T20:24:25.235968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:25.236000] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:25.236027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:25.236082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:25.292628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:25.293313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:25.293396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:25.293429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:25.412099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:25.412255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:25.412294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:25.412352] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:25.415871] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-12-11T20:24:25.416143] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-11T20:24:25.416267] [INFO ] [sig       ] GLUE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:25.556240] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GLUE.txt
[2025-12-11T20:24:25.556378] [INFO ] [sig       ] [1431/3605] Completed GLUE in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:25.556416] [INFO ] [sig       ] [1432/3605] Forecasting GMAB...
[2025-12-11T20:24:25.556445] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-11T20:24:25.556474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-11T20:24:25.567472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-11T20:24:25.567778] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-11T20:24:25.568588] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-11T20:24:25.568641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:25.568678] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:25.568705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:25.568762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:25.625565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:25.626194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:25.626272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:25.626303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:25.746345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:25.746493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:25.746534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:25.746565] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:25.749951] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-12-11T20:24:25.750218] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-11T20:24:25.750340] [INFO ] [sig       ] GMAB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:25.890113] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GMAB.txt
[2025-12-11T20:24:25.890225] [INFO ] [sig       ] [1432/3605] Completed GMAB in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:25.890262] [INFO ] [sig       ] [1433/3605] Forecasting GME...
[2025-12-11T20:24:25.890290] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-11T20:24:25.890319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-11T20:24:25.901586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-11T20:24:25.901929] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-11T20:24:25.902712] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-11T20:24:25.902762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:25.902793] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:25.902819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:25.902874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:25.959021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:25.959906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:25.959987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:25.960019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:26.078883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:26.079040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:26.079079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:26.079107] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:26.082478] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-12-11T20:24:26.082810] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-11T20:24:26.082943] [INFO ] [sig       ] GME: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:26.221865] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GME.txt
[2025-12-11T20:24:26.221994] [INFO ] [sig       ] [1433/3605] Completed GME in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:26.222031] [INFO ] [sig       ] [1434/3605] Forecasting GMED...
[2025-12-11T20:24:26.222060] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-11T20:24:26.222090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-11T20:24:26.234158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-11T20:24:26.234453] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-11T20:24:26.235245] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-11T20:24:26.235296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:26.235329] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:26.235355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:26.235410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:26.305464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:26.306388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:26.306482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:26.306517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:26.428865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:26.429012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:26.429052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:26.429079] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:26.432342] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-12-11T20:24:26.432642] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-11T20:24:26.432764] [INFO ] [sig       ] GMED: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:26.570054] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GMED.txt
[2025-12-11T20:24:26.570176] [INFO ] [sig       ] [1434/3605] Completed GMED in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:26.570219] [INFO ] [sig       ] [1435/3605] Forecasting GMM...
[2025-12-11T20:24:26.570249] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-11T20:24:26.570278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-11T20:24:26.581418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-11T20:24:26.581742] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-11T20:24:26.582486] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-11T20:24:26.582537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:26.582585] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:26.582615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:26.582669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:26.640252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:26.640896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:26.640974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:26.641012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:26.751198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:26.751349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:26.751388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:26.751415] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:26.754723] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-12-11T20:24:26.754995] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-11T20:24:26.755118] [INFO ] [sig       ] GMM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:26.895688] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GMM.txt
[2025-12-11T20:24:26.895859] [INFO ] [sig       ] [1435/3605] Completed GMM in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:26.895900] [INFO ] [sig       ] [1436/3605] Forecasting GMRE...
[2025-12-11T20:24:26.895931] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-11T20:24:26.895960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-11T20:24:26.907857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-11T20:24:26.908222] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-11T20:24:26.909063] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-11T20:24:26.909115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:26.909147] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:26.909175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:26.909231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:26.968258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:26.969165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:26.969251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:26.969284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:27.092911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:27.093073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:27.093113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:27.093140] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:27.096569] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-11T20:24:27.096949] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-11T20:24:27.097109] [INFO ] [sig       ] GMRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:27.240202] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GMRE.txt
[2025-12-11T20:24:27.240335] [INFO ] [sig       ] [1436/3605] Completed GMRE in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:27.240372] [INFO ] [sig       ] [1437/3605] Forecasting GNE...
[2025-12-11T20:24:27.240402] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-11T20:24:27.240430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-11T20:24:27.251947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-11T20:24:27.252223] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-11T20:24:27.253006] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-11T20:24:27.253055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:27.253085] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:27.253110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:27.253164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:27.309003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:27.309628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:27.309707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:27.309738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:27.423682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:27.423814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:27.423853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:27.423880] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:27.427081] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-11T20:24:27.427342] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-11T20:24:27.427459] [INFO ] [sig       ] GNE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:27.563700] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GNE.txt
[2025-12-11T20:24:27.563810] [INFO ] [sig       ] [1437/3605] Completed GNE in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:27.563846] [INFO ] [sig       ] [1438/3605] Forecasting GNK...
[2025-12-11T20:24:27.563875] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-11T20:24:27.563903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-11T20:24:27.575421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-11T20:24:27.575712] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-11T20:24:27.576454] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-11T20:24:27.576504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:27.576536] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:27.576562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:27.576637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:27.632189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:27.632785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:27.632884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:27.632916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:27.754899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:27.755023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:27.755078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:27.755107] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:27.758297] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-11T20:24:27.758556] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-11T20:24:27.758713] [INFO ] [sig       ] GNK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:27.895843] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GNK.txt
[2025-12-11T20:24:27.895956] [INFO ] [sig       ] [1438/3605] Completed GNK in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:27.895993] [INFO ] [sig       ] [1439/3605] Forecasting GNL...
[2025-12-11T20:24:27.896022] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-11T20:24:27.896054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-11T20:24:27.907227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-11T20:24:27.907490] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-11T20:24:27.908273] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-11T20:24:27.908323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:27.908353] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:27.908378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:27.908433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:27.964493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:27.965136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:27.965211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:27.965242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:28.084125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:28.084280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:28.084328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:28.084357] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:28.087771] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-11T20:24:28.088051] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-11T20:24:28.088171] [INFO ] [sig       ] GNL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:28.271937] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GNL.txt
[2025-12-11T20:24:28.272082] [INFO ] [sig       ] [1439/3605] Completed GNL in 0.4s | 2.92 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-11T20:24:28.272119] [INFO ] [sig       ] [1440/3605] Forecasting GNLN...
[2025-12-11T20:24:28.272147] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-11T20:24:28.272176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-11T20:24:28.283315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-11T20:24:28.283643] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-11T20:24:28.284399] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-11T20:24:28.284450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:28.284481] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:28.284508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:28.284563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:28.340149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:28.340754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:28.340841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:28.340873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:28.448222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:28.448358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:28.448397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:28.448423] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:28.451685] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-11T20:24:28.451948] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-11T20:24:28.452067] [INFO ] [sig       ] GNLN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:28.589473] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GNLN.txt
[2025-12-11T20:24:28.589621] [INFO ] [sig       ] [1440/3605] Completed GNLN in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-11T20:24:28.589663] [INFO ] [sig       ] [1441/3605] Forecasting GNLX...
[2025-12-11T20:24:28.589694] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-11T20:24:28.589723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-11T20:24:28.601145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-11T20:24:28.601421] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-11T20:24:28.602186] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-11T20:24:28.602237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:28.602268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:28.602293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:28.602349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:28.658477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:28.659306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:28.659388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:28.659419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:28.774870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:28.775022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:28.775060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:28.775088] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:28.778374] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-12-11T20:24:28.778660] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-11T20:24:28.778779] [INFO ] [sig       ] GNLX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:28.916094] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GNLX.txt
[2025-12-11T20:24:28.916247] [INFO ] [sig       ] [1441/3605] Completed GNLX in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-11T20:24:28.916286] [INFO ] [sig       ] [1442/3605] Forecasting GNMA...
[2025-12-11T20:24:28.916316] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-11T20:24:28.916344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-11T20:24:28.928198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-11T20:24:28.928530] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-11T20:24:28.929287] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-11T20:24:28.929337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:28.929378] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:28.929404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:28.929458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:28.985949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:28.986560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:28.986652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:28.986686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:29.098283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:29.098434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:29.098473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:29.098500] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:29.101798] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-12-11T20:24:29.102061] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-11T20:24:29.102177] [INFO ] [sig       ] GNMA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:29.238638] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GNMA.txt
[2025-12-11T20:24:29.238763] [INFO ] [sig       ] [1442/3605] Completed GNMA in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-11T20:24:29.238800] [INFO ] [sig       ] [1443/3605] Forecasting GNOM...
[2025-12-11T20:24:29.238828] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-11T20:24:29.238857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-11T20:24:29.250304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-11T20:24:29.250637] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-11T20:24:29.251374] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-11T20:24:29.251424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:29.251455] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:29.251482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:29.251537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:29.307931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:29.308606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:29.308681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:29.308712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:29.421624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:29.421773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:29.421812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:29.421839] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:29.425140] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2025-12-11T20:24:29.425402] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-11T20:24:29.425521] [INFO ] [sig       ] GNOM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:29.565009] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GNOM.txt
[2025-12-11T20:24:29.565146] [INFO ] [sig       ] [1443/3605] Completed GNOM in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-11T20:24:29.565191] [INFO ] [sig       ] [1444/3605] Forecasting GNPX...
[2025-12-11T20:24:29.565220] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-11T20:24:29.565249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-11T20:24:29.576201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-11T20:24:29.576527] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-11T20:24:29.577312] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-11T20:24:29.577363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:29.577403] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:29.577430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:29.577485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:29.633325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:29.634011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:29.634089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:29.634120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:29.747178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:29.747328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:29.747368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:29.747396] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:29.750725] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=34.19%)
[2025-12-11T20:24:29.750990] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-11T20:24:29.751110] [INFO ] [sig       ] GNPX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:29.887692] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GNPX.txt
[2025-12-11T20:24:29.887842] [INFO ] [sig       ] [1444/3605] Completed GNPX in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-11T20:24:29.887880] [INFO ] [sig       ] [1445/3605] Forecasting GNRC...
[2025-12-11T20:24:29.887908] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-11T20:24:29.887938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-11T20:24:29.898900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-11T20:24:29.899177] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-11T20:24:29.899950] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-11T20:24:29.900000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:29.900055] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:29.900083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:29.900138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:29.956210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:29.956943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:29.957022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:29.957053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:30.078418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:30.078551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:30.078615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:30.078645] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:30.081935] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-11T20:24:30.082199] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-11T20:24:30.082318] [INFO ] [sig       ] GNRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:30.219208] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GNRC.txt
[2025-12-11T20:24:30.219322] [INFO ] [sig       ] [1445/3605] Completed GNRC in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-11T20:24:30.219358] [INFO ] [sig       ] [1446/3605] Forecasting GNSS...
[2025-12-11T20:24:30.219391] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-11T20:24:30.219420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-11T20:24:30.230216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-11T20:24:30.230495] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-11T20:24:30.231273] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-11T20:24:30.231325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:30.231358] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:30.231384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:30.231440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:30.290109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:30.290791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:30.290870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:30.290902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:30.409394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:30.409525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:30.409566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:30.409614] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:30.412945] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-11T20:24:30.413210] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-11T20:24:30.413330] [INFO ] [sig       ] GNSS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:30.553100] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GNSS.txt
[2025-12-11T20:24:30.553220] [INFO ] [sig       ] [1446/3605] Completed GNSS in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-11T20:24:30.553257] [INFO ] [sig       ] [1447/3605] Forecasting GNTX...
[2025-12-11T20:24:30.553286] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-11T20:24:30.553316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-11T20:24:30.564386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-11T20:24:30.564670] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-11T20:24:30.565429] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-11T20:24:30.565480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:30.565513] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:30.565540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:30.565615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:30.624109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:30.624767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:30.624848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:30.624881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:30.742428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:30.742559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:30.742616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:30.742646] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:30.745965] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-12-11T20:24:30.746232] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-11T20:24:30.746354] [INFO ] [sig       ] GNTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:30.886054] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GNTX.txt
[2025-12-11T20:24:30.886183] [INFO ] [sig       ] [1447/3605] Completed GNTX in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-11T20:24:30.886221] [INFO ] [sig       ] [1448/3605] Forecasting GO...
[2025-12-11T20:24:30.886251] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-11T20:24:30.886282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-11T20:24:30.897476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-11T20:24:30.897766] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-11T20:24:30.898600] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-11T20:24:30.898659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:30.898691] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:30.898718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:30.898780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:30.957569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:30.958254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:30.958333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:30.958365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:31.076892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:31.077042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:31.077082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:31.077142] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:31.080621] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-11T20:24:31.080903] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-11T20:24:31.081024] [INFO ] [sig       ] GO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:31.227726] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GO.txt
[2025-12-11T20:24:31.227897] [INFO ] [sig       ] [1448/3605] Completed GO in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-11T20:24:31.227941] [INFO ] [sig       ] [1449/3605] Forecasting GOCO...
[2025-12-11T20:24:31.227971] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-11T20:24:31.228002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-11T20:24:31.240773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-11T20:24:31.241115] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-11T20:24:31.241940] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-11T20:24:31.241993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:31.242026] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:31.242053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:31.242110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:31.302341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:31.303049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:31.303129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:31.303161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:31.424118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:31.424257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:31.424295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:31.424338] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:31.427743] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=76.34%)
[2025-12-11T20:24:31.428049] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-11T20:24:31.428173] [INFO ] [sig       ] GOCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:31.572810] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GOCO.txt
[2025-12-11T20:24:31.572944] [INFO ] [sig       ] [1449/3605] Completed GOCO in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-11T20:24:31.572982] [INFO ] [sig       ] [1450/3605] Forecasting GOF...
[2025-12-11T20:24:31.573011] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-11T20:24:31.573040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-11T20:24:31.585096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-11T20:24:31.585380] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-11T20:24:31.586181] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-11T20:24:31.586233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:31.586264] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:31.586292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:31.586350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:31.645280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:31.645998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:31.646078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:31.646110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:31.770726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:31.770878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:31.770919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:31.770948] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:31.774442] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-11T20:24:31.774740] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-11T20:24:31.774867] [INFO ] [sig       ] GOF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:31.916979] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GOF.txt
[2025-12-11T20:24:31.917120] [INFO ] [sig       ] [1450/3605] Completed GOF in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-11T20:24:31.917158] [INFO ] [sig       ] [1451/3605] Forecasting GOGO...
[2025-12-11T20:24:31.917187] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-11T20:24:31.917218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-11T20:24:31.928624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-11T20:24:31.928915] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-11T20:24:31.929699] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-11T20:24:31.929751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:31.929784] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:31.929811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:31.929872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:31.993411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:31.994337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:31.994421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:31.994471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:32.113350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:32.113500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:32.113539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:32.113566] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:32.116887] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2025-12-11T20:24:32.117153] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-11T20:24:32.117270] [INFO ] [sig       ] GOGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:32.252451] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GOGO.txt
[2025-12-11T20:24:32.252592] [INFO ] [sig       ] [1451/3605] Completed GOGO in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-11T20:24:32.252632] [INFO ] [sig       ] [1452/3605] Forecasting GOLF...
[2025-12-11T20:24:32.252660] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-11T20:24:32.252688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-11T20:24:32.263517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-11T20:24:32.263848] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-11T20:24:32.264610] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-11T20:24:32.264660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:32.264691] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:32.264718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:32.264773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:32.319946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:32.320562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:32.320654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:32.320686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:32.434595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:32.434743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:32.434785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:32.434813] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:32.438071] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-11T20:24:32.438337] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-11T20:24:32.438458] [INFO ] [sig       ] GOLF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:32.573964] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GOLF.txt
[2025-12-11T20:24:32.574088] [INFO ] [sig       ] [1452/3605] Completed GOLF in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-11T20:24:32.574126] [INFO ] [sig       ] [1453/3605] Forecasting GOOD...
[2025-12-11T20:24:32.574156] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-11T20:24:32.574184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-11T20:24:32.585556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-11T20:24:32.585848] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-11T20:24:32.586610] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-11T20:24:32.586661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:32.586691] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:32.586729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:32.586785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:32.642285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:32.642980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:32.643058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:32.643089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:32.759743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:32.759893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:32.759932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:32.759959] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:32.763389] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=24.66%)
[2025-12-11T20:24:32.763676] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-11T20:24:32.763797] [INFO ] [sig       ] GOOD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:32.899522] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GOOD.txt
[2025-12-11T20:24:32.899665] [INFO ] [sig       ] [1453/3605] Completed GOOD in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-11T20:24:32.899703] [INFO ] [sig       ] [1454/3605] Forecasting GOOG...
[2025-12-11T20:24:32.899732] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-11T20:24:32.899762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-11T20:24:32.911286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-11T20:24:32.911608] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-11T20:24:32.912353] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-11T20:24:32.912402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:32.912433] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:32.912459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:32.912514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:32.969805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:32.970547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:32.970647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:32.970681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:33.090230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:33.090384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:33.090424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:33.090452] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:33.093772] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-11T20:24:33.094049] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-11T20:24:33.094170] [INFO ] [sig       ] GOOG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:33.230169] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GOOG.txt
[2025-12-11T20:24:33.230314] [INFO ] [sig       ] [1454/3605] Completed GOOG in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-11T20:24:33.230353] [INFO ] [sig       ] [1455/3605] Forecasting GOOS...
[2025-12-11T20:24:33.230380] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-11T20:24:33.230409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-11T20:24:33.242050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-11T20:24:33.242352] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-11T20:24:33.243133] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-11T20:24:33.243183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:33.243213] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:33.243239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:33.243293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:33.298540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:33.299241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:33.299349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:33.299383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:33.416221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:33.416370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:33.416412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:33.416446] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:33.419790] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=50.31%)
[2025-12-11T20:24:33.420066] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-11T20:24:33.420191] [INFO ] [sig       ] GOOS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:33.559774] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GOOS.txt
[2025-12-11T20:24:33.559946] [INFO ] [sig       ] [1455/3605] Completed GOOS in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-11T20:24:33.559985] [INFO ] [sig       ] [1456/3605] Forecasting GOSS...
[2025-12-11T20:24:33.560013] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-11T20:24:33.560042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-11T20:24:33.571894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-11T20:24:33.572225] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-11T20:24:33.573004] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-11T20:24:33.573054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:33.573085] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:33.573110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:33.573164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:33.628487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:33.629277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:33.629357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:33.629388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:33.747147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:33.747303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:33.747341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:33.747369] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:33.750788] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=49.01%)
[2025-12-11T20:24:33.751068] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-11T20:24:33.751194] [INFO ] [sig       ] GOSS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:33.886639] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GOSS.txt
[2025-12-11T20:24:33.886772] [INFO ] [sig       ] [1456/3605] Completed GOSS in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:33.886809] [INFO ] [sig       ] [1457/3605] Forecasting GOVI...
[2025-12-11T20:24:33.886837] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-11T20:24:33.886870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-11T20:24:33.898836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-11T20:24:33.899188] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-11T20:24:33.899971] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-11T20:24:33.900022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:33.900053] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:33.900079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:33.900133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:33.957047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:33.957945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:33.958030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:33.958062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:34.079811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:34.079962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:34.080001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:34.080031] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:34.083494] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=78.36%)
[2025-12-11T20:24:34.083821] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-11T20:24:34.083953] [INFO ] [sig       ] GOVI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:34.221675] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GOVI.txt
[2025-12-11T20:24:34.221798] [INFO ] [sig       ] [1457/3605] Completed GOVI in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:34.221835] [INFO ] [sig       ] [1458/3605] Forecasting GPC...
[2025-12-11T20:24:34.221864] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-11T20:24:34.221892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-11T20:24:34.233294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-11T20:24:34.233634] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-11T20:24:34.234421] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-11T20:24:34.234472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:34.234503] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:34.234530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:34.234611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:34.291234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:34.291905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:34.291981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:34.292012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:34.410299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:34.410431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:34.410471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:34.410499] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:34.413825] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=30.02%)
[2025-12-11T20:24:34.414101] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-11T20:24:34.414221] [INFO ] [sig       ] GPC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:34.556232] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GPC.txt
[2025-12-11T20:24:34.556380] [INFO ] [sig       ] [1458/3605] Completed GPC in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:34.556419] [INFO ] [sig       ] [1459/3605] Forecasting GPI...
[2025-12-11T20:24:34.556448] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-11T20:24:34.556476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-11T20:24:34.567450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-11T20:24:34.567754] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-11T20:24:34.568526] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-11T20:24:34.568596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:34.568629] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:34.568656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:34.568712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:34.626536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:34.627228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:34.627308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:34.627341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:34.745631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:34.745764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:34.745802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:34.745832] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:34.749078] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=40.21%)
[2025-12-11T20:24:34.749337] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-11T20:24:34.749452] [INFO ] [sig       ] GPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:34.887307] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GPI.txt
[2025-12-11T20:24:34.887446] [INFO ] [sig       ] [1459/3605] Completed GPI in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:34.887485] [INFO ] [sig       ] [1460/3605] Forecasting GPIQ...
[2025-12-11T20:24:34.887513] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-11T20:24:34.887541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-11T20:24:34.898486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-11T20:24:34.898795] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-11T20:24:34.899555] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-11T20:24:34.899625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:34.899657] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:34.899685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:34.899741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:34.957744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:34.958563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:34.958678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:34.958711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:35.073542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:35.073703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:35.073742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:35.073770] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:35.077061] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-11T20:24:35.077326] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-11T20:24:35.077448] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:35.214150] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GPIQ.txt
[2025-12-11T20:24:35.214277] [INFO ] [sig       ] [1460/3605] Completed GPIQ in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:35.214314] [INFO ] [sig       ] [1461/3605] Forecasting GPIX...
[2025-12-11T20:24:35.214342] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-11T20:24:35.214371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-11T20:24:35.225323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-11T20:24:35.225621] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-11T20:24:35.226366] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-11T20:24:35.226416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:35.226447] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:35.226474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:35.226528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:35.284050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:35.284729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:35.284807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:35.284848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:35.399718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:35.399859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:35.399901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:35.399929] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:35.403176] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-11T20:24:35.403440] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-11T20:24:35.403558] [INFO ] [sig       ] GPIX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:35.540675] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GPIX.txt
[2025-12-11T20:24:35.540793] [INFO ] [sig       ] [1461/3605] Completed GPIX in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:35.540831] [INFO ] [sig       ] [1462/3605] Forecasting GPJA...
[2025-12-11T20:24:35.540864] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-11T20:24:35.540892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-11T20:24:35.552025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-11T20:24:35.552293] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-11T20:24:35.553065] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-11T20:24:35.553115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:35.553171] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:35.553199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:35.553255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:35.610152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:35.610982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:35.611065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:35.611097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:35.720239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:35.720388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:35.720427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:35.720454] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:35.723718] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-12-11T20:24:35.723989] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-11T20:24:35.724110] [INFO ] [sig       ] GPJA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:35.861312] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GPJA.txt
[2025-12-11T20:24:35.861436] [INFO ] [sig       ] [1462/3605] Completed GPJA in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:35.861473] [INFO ] [sig       ] [1463/3605] Forecasting GPK...
[2025-12-11T20:24:35.861501] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-11T20:24:35.861530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-11T20:24:35.872758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-11T20:24:35.873033] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-11T20:24:35.873799] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-11T20:24:35.873853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:35.873884] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:35.873911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:35.873969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:35.933071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:35.933868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:35.933944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:35.933974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:36.052835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:36.052976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:36.053015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:36.053043] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:36.056394] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=67.79%)
[2025-12-11T20:24:36.056681] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-11T20:24:36.056801] [INFO ] [sig       ] GPK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:36.194036] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GPK.txt
[2025-12-11T20:24:36.194171] [INFO ] [sig       ] [1463/3605] Completed GPK in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:36.194209] [INFO ] [sig       ] [1464/3605] Forecasting GPN...
[2025-12-11T20:24:36.194238] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-11T20:24:36.194266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-11T20:24:36.205837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-11T20:24:36.206108] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-11T20:24:36.206860] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-11T20:24:36.206910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:36.206942] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:36.206968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:36.207023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:36.263369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:36.264004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:36.264080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:36.264111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:36.384000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:36.384135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:36.384172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:36.384199] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:36.387414] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=76.38%)
[2025-12-11T20:24:36.387695] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-11T20:24:36.387814] [INFO ] [sig       ] GPN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:36.525334] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GPN.txt
[2025-12-11T20:24:36.525456] [INFO ] [sig       ] [1464/3605] Completed GPN in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:36.525493] [INFO ] [sig       ] [1465/3605] Forecasting GPRE...
[2025-12-11T20:24:36.525521] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-11T20:24:36.525549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-11T20:24:36.536782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-11T20:24:36.537057] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-11T20:24:36.537811] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-11T20:24:36.537886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:36.537917] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:36.537942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:36.538005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:36.594030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:36.594842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:36.594922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:36.594953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:36.716749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:36.716905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:36.716955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:36.717018] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:36.720484] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2025-12-11T20:24:36.720776] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-11T20:24:36.720899] [INFO ] [sig       ] GPRE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:36.861935] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GPRE.txt
[2025-12-11T20:24:36.862093] [INFO ] [sig       ] [1465/3605] Completed GPRE in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-11T20:24:36.862138] [INFO ] [sig       ] [1466/3605] Forecasting GPRK...
[2025-12-11T20:24:36.862170] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-11T20:24:36.862200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-11T20:24:36.873228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-11T20:24:36.873501] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-11T20:24:36.874300] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-11T20:24:36.874364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:36.874396] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:36.874423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:36.874480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:36.934729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:36.935401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:36.935480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:36.935511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:37.056938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:37.057083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:37.057122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:37.057151] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:37.060634] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-12-11T20:24:37.060908] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-11T20:24:37.061031] [INFO ] [sig       ] GPRK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:37.199972] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GPRK.txt
[2025-12-11T20:24:37.200100] [INFO ] [sig       ] [1466/3605] Completed GPRK in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-11T20:24:37.200137] [INFO ] [sig       ] [1467/3605] Forecasting GPRO...
[2025-12-11T20:24:37.200167] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-11T20:24:37.200195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-11T20:24:37.211494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-11T20:24:37.211792] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-11T20:24:37.212537] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-11T20:24:37.212610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:37.212642] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:37.212668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:37.212724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:37.274792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:37.275627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:37.275707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:37.275740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:37.400613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:37.400757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:37.400796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:37.400824] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:37.404242] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2025-12-11T20:24:37.404513] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-11T20:24:37.404654] [INFO ] [sig       ] GPRO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:37.542335] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GPRO.txt
[2025-12-11T20:24:37.542468] [INFO ] [sig       ] [1467/3605] Completed GPRO in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-11T20:24:37.542510] [INFO ] [sig       ] [1468/3605] Forecasting GRAB...
[2025-12-11T20:24:37.542540] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-11T20:24:37.542585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-11T20:24:37.553688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-11T20:24:37.553968] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-11T20:24:37.554719] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-11T20:24:37.554769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:37.554800] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:37.554826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:37.554881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:37.613390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:37.614237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:37.614320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:37.614354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:37.733555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:37.733714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:37.733754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:37.733783] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:37.737188] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-11T20:24:37.737474] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-11T20:24:37.737619] [INFO ] [sig       ] GRAB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:37.876917] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GRAB.txt
[2025-12-11T20:24:37.877043] [INFO ] [sig       ] [1468/3605] Completed GRAB in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-11T20:24:37.877081] [INFO ] [sig       ] [1469/3605] Forecasting GRAL...
[2025-12-11T20:24:37.877109] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-11T20:24:37.877139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-11T20:24:37.888109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-11T20:24:37.888387] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-11T20:24:37.889193] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-11T20:24:37.889243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:37.889274] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:37.889300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:37.889354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:37.945286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:37.945912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:37.945987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:37.946019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:38.066662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:38.066811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:38.066851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:38.066878] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:38.070178] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-11T20:24:38.070440] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-11T20:24:38.070557] [INFO ] [sig       ] GRAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:38.208323] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GRAL.txt
[2025-12-11T20:24:38.208454] [INFO ] [sig       ] [1469/3605] Completed GRAL in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-11T20:24:38.208494] [INFO ] [sig       ] [1470/3605] Forecasting GRBK...
[2025-12-11T20:24:38.208530] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-11T20:24:38.208562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-11T20:24:38.219520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-11T20:24:38.219801] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-11T20:24:38.220597] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-11T20:24:38.220647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:38.220678] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:38.220704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:38.220759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:38.279394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:38.280177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:38.280256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:38.280288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:38.401493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:38.401647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:38.401686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:38.401713] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:38.404952] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-12-11T20:24:38.405215] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-11T20:24:38.405333] [INFO ] [sig       ] GRBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:38.542371] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GRBK.txt
[2025-12-11T20:24:38.542490] [INFO ] [sig       ] [1470/3605] Completed GRBK in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-11T20:24:38.542527] [INFO ] [sig       ] [1471/3605] Forecasting GRC...
[2025-12-11T20:24:38.542556] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-11T20:24:38.542601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-11T20:24:38.553562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-11T20:24:38.553852] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-11T20:24:38.554609] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-11T20:24:38.554658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:38.554690] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:38.554716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:38.554772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:38.611245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:38.612059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:38.612139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:38.612171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:38.731800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:38.731969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:38.732008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:38.732036] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:38.735329] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-12-11T20:24:38.735635] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-11T20:24:38.735759] [INFO ] [sig       ] GRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:38.880016] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GRC.txt
[2025-12-11T20:24:38.880191] [INFO ] [sig       ] [1471/3605] Completed GRC in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-11T20:24:38.880232] [INFO ] [sig       ] [1472/3605] Forecasting GREE...
[2025-12-11T20:24:38.880261] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-11T20:24:38.880290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-11T20:24:38.892374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-11T20:24:38.892700] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-11T20:24:38.893517] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-11T20:24:38.893569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:38.893621] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:38.893647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:38.893704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:38.953269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:38.953990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:38.954102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:38.954135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:39.073741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:39.073887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:39.073927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:39.073955] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:39.077331] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-11T20:24:39.077626] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-11T20:24:39.077751] [INFO ] [sig       ] GREE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:39.217839] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GREE.txt
[2025-12-11T20:24:39.217979] [INFO ] [sig       ] [1472/3605] Completed GREE in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-11T20:24:39.218018] [INFO ] [sig       ] [1473/3605] Forecasting GRFS...
[2025-12-11T20:24:39.218050] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-11T20:24:39.218081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-11T20:24:39.229004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-11T20:24:39.229283] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-11T20:24:39.230047] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-11T20:24:39.230096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:39.230126] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:39.230152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:39.230207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:39.287422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:39.288093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:39.288171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:39.288203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:39.407884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:39.408058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:39.408117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:39.408148] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:39.411510] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-11T20:24:39.411804] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-11T20:24:39.411927] [INFO ] [sig       ] GRFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:39.574481] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GRFS.txt
[2025-12-11T20:24:39.574661] [INFO ] [sig       ] [1473/3605] Completed GRFS in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:39.574706] [INFO ] [sig       ] [1474/3605] Forecasting GRI...
[2025-12-11T20:24:39.574737] [INFO ] [sig       ] Generating forecast for: GRI
[2025-12-11T20:24:39.574769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-12-11T20:24:39.588089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-12-11T20:24:39.588505] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-12-11T20:24:39.589370] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-12-11T20:24:39.589423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:39.589454] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:39.589478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:39.589533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:39.659428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:39.660451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:39.660557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:39.660619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:39.795982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:39.796130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:39.796170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:39.796198] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:39.799507] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-12-11T20:24:39.799807] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-12-11T20:24:39.799934] [INFO ] [sig       ] GRI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:39.938453] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GRI.txt
[2025-12-11T20:24:39.938609] [INFO ] [sig       ] [1474/3605] Completed GRI in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:39.938650] [INFO ] [sig       ] [1475/3605] Forecasting GRID...
[2025-12-11T20:24:39.938680] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-11T20:24:39.938709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-11T20:24:39.950524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-11T20:24:39.950815] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-11T20:24:39.951602] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-11T20:24:39.951655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:39.951686] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:39.951713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:39.951770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:40.008652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:40.009281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:40.009358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:40.009389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:40.130261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:40.130406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:40.130445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:40.130473] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:40.133796] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-12-11T20:24:40.134070] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-11T20:24:40.134195] [INFO ] [sig       ] GRID: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:40.276746] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GRID.txt
[2025-12-11T20:24:40.276905] [INFO ] [sig       ] [1475/3605] Completed GRID in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:40.276948] [INFO ] [sig       ] [1476/3605] Forecasting GRMN...
[2025-12-11T20:24:40.276977] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-11T20:24:40.277006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-11T20:24:40.288514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-11T20:24:40.288807] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-11T20:24:40.289540] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-11T20:24:40.289613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:40.289645] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:40.289671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:40.289726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:40.346277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:40.346898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:40.346986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:40.347024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:40.467652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:40.467780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:40.467816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:40.467868] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:40.471137] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=65.06%)
[2025-12-11T20:24:40.471395] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-11T20:24:40.471512] [INFO ] [sig       ] GRMN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:40.612502] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GRMN.txt
[2025-12-11T20:24:40.612638] [INFO ] [sig       ] [1476/3605] Completed GRMN in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:40.612679] [INFO ] [sig       ] [1477/3605] Forecasting GRND...
[2025-12-11T20:24:40.612707] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-11T20:24:40.612736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-11T20:24:40.625836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-11T20:24:40.626455] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-11T20:24:40.627425] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-11T20:24:40.627478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:40.627525] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:40.627552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:40.627627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:40.684107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:40.685083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:40.685176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:40.685208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:40.809076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:40.809285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:40.809330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:40.809358] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:40.813226] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-11T20:24:40.813520] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-11T20:24:40.813685] [INFO ] [sig       ] GRND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:40.950394] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GRND.txt
[2025-12-11T20:24:40.950541] [INFO ] [sig       ] [1477/3605] Completed GRND in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:40.950607] [INFO ] [sig       ] [1478/3605] Forecasting GRPN...
[2025-12-11T20:24:40.950637] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-11T20:24:40.950665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-11T20:24:40.962737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-11T20:24:40.963080] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-11T20:24:40.963899] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-11T20:24:40.963949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:40.963981] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:40.964006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:40.964061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:41.020760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:41.021418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:41.021501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:41.021533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:41.141656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:41.141835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:41.141881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:41.141923] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:41.145906] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-12-11T20:24:41.146211] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-11T20:24:41.146350] [INFO ] [sig       ] GRPN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:41.291006] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GRPN.txt
[2025-12-11T20:24:41.291155] [INFO ] [sig       ] [1478/3605] Completed GRPN in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:41.291194] [INFO ] [sig       ] [1479/3605] Forecasting GRVY...
[2025-12-11T20:24:41.291223] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-11T20:24:41.291250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-11T20:24:41.302509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-11T20:24:41.302880] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-11T20:24:41.303668] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-11T20:24:41.303718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:41.303777] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:41.303804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:41.303859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:41.359735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:41.360357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:41.360436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:41.360467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:41.469230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:41.469372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:41.469411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:41.469437] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:41.472733] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-11T20:24:41.472999] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-11T20:24:41.473129] [INFO ] [sig       ] GRVY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:41.608864] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GRVY.txt
[2025-12-11T20:24:41.608983] [INFO ] [sig       ] [1479/3605] Completed GRVY in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:41.609020] [INFO ] [sig       ] [1480/3605] Forecasting GRWG...
[2025-12-11T20:24:41.609049] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-11T20:24:41.609077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-11T20:24:41.624288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-11T20:24:41.624600] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-11T20:24:41.625374] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-11T20:24:41.625424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:41.625454] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:41.625479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:41.625533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:41.681481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:41.682110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:41.682189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:41.682221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:41.798617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:41.798790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:41.798850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:41.798893] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:41.803481] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-11T20:24:41.803848] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-11T20:24:41.804012] [INFO ] [sig       ] GRWG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:41.945793] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GRWG.txt
[2025-12-11T20:24:41.945931] [INFO ] [sig       ] [1480/3605] Completed GRWG in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:41.945979] [INFO ] [sig       ] [1481/3605] Forecasting GRX...
[2025-12-11T20:24:41.946009] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-11T20:24:41.946038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-11T20:24:41.957120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-11T20:24:41.957376] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-11T20:24:41.958173] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-11T20:24:41.958223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:41.958255] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:41.958279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:41.958333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:42.014820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:42.015516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:42.015614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:42.015648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:42.121163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:42.121290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:42.121326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:42.121353] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:42.124539] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2025-12-11T20:24:42.124826] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-11T20:24:42.124945] [INFO ] [sig       ] GRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:42.260690] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GRX.txt
[2025-12-11T20:24:42.260850] [INFO ] [sig       ] [1481/3605] Completed GRX in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:42.260889] [INFO ] [sig       ] [1482/3605] Forecasting GS...
[2025-12-11T20:24:42.260917] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-11T20:24:42.260946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-11T20:24:42.272540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-11T20:24:42.272847] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-11T20:24:42.273629] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-11T20:24:42.273680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:42.273710] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:42.273734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:42.273788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:42.329243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:42.330033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:42.330116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:42.330147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:42.454518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:42.454700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:42.454740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:42.454802] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:42.458160] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2025-12-11T20:24:42.458428] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-11T20:24:42.458566] [INFO ] [sig       ] GS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:42.596342] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GS.txt
[2025-12-11T20:24:42.596489] [INFO ] [sig       ] [1482/3605] Completed GS in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:42.596530] [INFO ] [sig       ] [1483/3605] Forecasting GSBC...
[2025-12-11T20:24:42.596558] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-11T20:24:42.596615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-11T20:24:42.609272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-11T20:24:42.609667] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-11T20:24:42.610469] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-11T20:24:42.610522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:42.610555] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:42.610600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:42.610659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:42.670275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:42.671175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:42.671260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:42.671294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:42.792521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:42.792709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:42.792755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:42.792783] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:42.796204] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-11T20:24:42.796484] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-11T20:24:42.796626] [INFO ] [sig       ] GSBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:42.934537] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GSBC.txt
[2025-12-11T20:24:42.934714] [INFO ] [sig       ] [1483/3605] Completed GSBC in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-11T20:24:42.934753] [INFO ] [sig       ] [1484/3605] Forecasting GSBD...
[2025-12-11T20:24:42.934782] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-11T20:24:42.934811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-11T20:24:42.946883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-11T20:24:42.947265] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-11T20:24:42.948097] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-11T20:24:42.948151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:42.948181] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:42.948207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:42.948262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:43.004449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:43.005346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:43.005427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:43.005458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:43.119691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:43.119820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:43.119858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:43.119902] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:43.123092] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=46.45%)
[2025-12-11T20:24:43.123354] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-11T20:24:43.123472] [INFO ] [sig       ] GSBD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:43.261774] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GSBD.txt
[2025-12-11T20:24:43.261925] [INFO ] [sig       ] [1484/3605] Completed GSBD in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-11T20:24:43.261964] [INFO ] [sig       ] [1485/3605] Forecasting GSHD...
[2025-12-11T20:24:43.261993] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-11T20:24:43.262024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-11T20:24:43.274316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-11T20:24:43.274667] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-11T20:24:43.275502] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-11T20:24:43.275554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:43.275625] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:43.275659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:43.275717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:43.331455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:43.332201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:43.332281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:43.332312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:43.451519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:43.451702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:43.451745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:43.451773] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:43.455186] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=60.12%)
[2025-12-11T20:24:43.455465] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-11T20:24:43.455614] [INFO ] [sig       ] GSHD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:43.603441] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GSHD.txt
[2025-12-11T20:24:43.603632] [INFO ] [sig       ] [1485/3605] Completed GSHD in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-11T20:24:43.603673] [INFO ] [sig       ] [1486/3605] Forecasting GSK...
[2025-12-11T20:24:43.603701] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-11T20:24:43.603730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-11T20:24:43.616396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-11T20:24:43.616793] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-11T20:24:43.617593] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-11T20:24:43.617644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:43.617675] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:43.617702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:43.617756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:43.673812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:43.674619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:43.674722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:43.674756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:43.796014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:43.796153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:43.796189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:43.796216] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:43.799472] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=89.27%)
[2025-12-11T20:24:43.799750] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-11T20:24:43.799869] [INFO ] [sig       ] GSK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:43.941852] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GSK.txt
[2025-12-11T20:24:43.941981] [INFO ] [sig       ] [1486/3605] Completed GSK in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-11T20:24:43.942019] [INFO ] [sig       ] [1487/3605] Forecasting GSL...
[2025-12-11T20:24:43.942048] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-11T20:24:43.942077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-11T20:24:43.954261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-11T20:24:43.954560] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-11T20:24:43.955366] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-11T20:24:43.955418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:43.955449] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:43.955476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:43.955531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:44.012338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:44.013014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:44.013097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:44.013129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:44.131989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:44.132149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:44.132191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:44.132219] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:44.135622] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=40.63%)
[2025-12-11T20:24:44.135901] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-11T20:24:44.136027] [INFO ] [sig       ] GSL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:44.281081] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GSL.txt
[2025-12-11T20:24:44.281207] [INFO ] [sig       ] [1487/3605] Completed GSL in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-11T20:24:44.281243] [INFO ] [sig       ] [1488/3605] Forecasting GSM...
[2025-12-11T20:24:44.281271] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-11T20:24:44.281300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-11T20:24:44.292566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-11T20:24:44.292870] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-11T20:24:44.293640] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-11T20:24:44.293691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:44.293721] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:44.293758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:44.293814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:44.352826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:44.353538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:44.353630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:44.353662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:44.472256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:44.472406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:44.472445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:44.472471] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:44.475726] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2025-12-11T20:24:44.475986] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-11T20:24:44.476110] [INFO ] [sig       ] GSM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:44.614668] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GSM.txt
[2025-12-11T20:24:44.614792] [INFO ] [sig       ] [1488/3605] Completed GSM in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-11T20:24:44.614830] [INFO ] [sig       ] [1489/3605] Forecasting GTES...
[2025-12-11T20:24:44.614858] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-11T20:24:44.614887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-11T20:24:44.626923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-11T20:24:44.627189] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-11T20:24:44.628013] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-11T20:24:44.628070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:44.628101] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:44.628126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:44.628180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:44.685819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:44.686747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:44.686868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:44.686902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:44.806628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:44.806778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:44.806818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:44.806845] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:44.810159] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=73.81%)
[2025-12-11T20:24:44.810431] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-11T20:24:44.810554] [INFO ] [sig       ] GTES: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:44.955375] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GTES.txt
[2025-12-11T20:24:44.955498] [INFO ] [sig       ] [1489/3605] Completed GTES in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-11T20:24:44.955538] [INFO ] [sig       ] [1490/3605] Forecasting GTLB...
[2025-12-11T20:24:44.955588] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-11T20:24:44.955624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-11T20:24:44.966804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-11T20:24:44.967096] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-11T20:24:44.967914] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-11T20:24:44.967965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:44.967998] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:44.968025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:44.968090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:45.025478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:45.026153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:45.026235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:45.026267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:45.149377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:45.149620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:45.149682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:45.149725] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:45.153379] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-11T20:24:45.153684] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-11T20:24:45.153818] [INFO ] [sig       ] GTLB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:45.300918] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GTLB.txt
[2025-12-11T20:24:45.301067] [INFO ] [sig       ] [1490/3605] Completed GTLB in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:45.301106] [INFO ] [sig       ] [1491/3605] Forecasting GTLS...
[2025-12-11T20:24:45.301134] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-11T20:24:45.301163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-11T20:24:45.315816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-11T20:24:45.316352] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-11T20:24:45.317255] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-11T20:24:45.317309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:45.317342] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:45.317368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:45.317431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:45.376879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:45.378092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:45.378191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:45.378223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:45.507492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:45.507735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:45.507780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:45.507808] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:45.511746] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-12-11T20:24:45.512065] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-11T20:24:45.512209] [INFO ] [sig       ] GTLS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:45.652747] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GTLS.txt
[2025-12-11T20:24:45.652955] [INFO ] [sig       ] [1491/3605] Completed GTLS in 0.4s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:45.652995] [INFO ] [sig       ] [1492/3605] Forecasting GTN...
[2025-12-11T20:24:45.653025] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-11T20:24:45.653062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-11T20:24:45.666312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-11T20:24:45.666768] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-11T20:24:45.667621] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-11T20:24:45.667672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:45.667704] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:45.667730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:45.667786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:45.726225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:45.727155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:45.727240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:45.727274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:45.851756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:45.851914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:45.851953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:45.851982] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:45.855226] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2025-12-11T20:24:45.855485] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-11T20:24:45.855632] [INFO ] [sig       ] GTN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:45.992712] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GTN.txt
[2025-12-11T20:24:45.992865] [INFO ] [sig       ] [1492/3605] Completed GTN in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:45.992904] [INFO ] [sig       ] [1493/3605] Forecasting GTX...
[2025-12-11T20:24:45.992932] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-11T20:24:45.992961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-11T20:24:46.004042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-11T20:24:46.004292] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-11T20:24:46.005052] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-11T20:24:46.005101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:46.005132] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:46.005159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:46.005218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:46.060983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:46.061557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:46.061648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:46.061680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:46.178555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:46.178732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:46.178771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:46.178799] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:46.182090] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-11T20:24:46.182351] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-11T20:24:46.182467] [INFO ] [sig       ] GTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:46.318516] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GTX.txt
[2025-12-11T20:24:46.318652] [INFO ] [sig       ] [1493/3605] Completed GTX in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:46.318693] [INFO ] [sig       ] [1494/3605] Forecasting GTY...
[2025-12-11T20:24:46.318721] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-11T20:24:46.318751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-11T20:24:46.330396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-11T20:24:46.330706] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-11T20:24:46.331437] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-11T20:24:46.331486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:46.331517] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:46.331544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:46.331619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:46.388048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:46.388657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:46.388731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:46.388762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:46.507255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:46.507401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:46.507440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:46.507468] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:46.510748] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-11T20:24:46.511009] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-11T20:24:46.511140] [INFO ] [sig       ] GTY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:46.650612] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GTY.txt
[2025-12-11T20:24:46.650736] [INFO ] [sig       ] [1494/3605] Completed GTY in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:46.650775] [INFO ] [sig       ] [1495/3605] Forecasting GUG...
[2025-12-11T20:24:46.650803] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-11T20:24:46.650831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-11T20:24:46.662351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-11T20:24:46.662650] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-11T20:24:46.663386] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-11T20:24:46.663436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:46.663467] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:46.663493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:46.663547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:46.719745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:46.720357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:46.720435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:46.720467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:46.838311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:46.838461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:46.838500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:46.838528] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:46.841830] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=34.39%)
[2025-12-11T20:24:46.842097] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-11T20:24:46.842214] [INFO ] [sig       ] GUG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:46.978392] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GUG.txt
[2025-12-11T20:24:46.978504] [INFO ] [sig       ] [1495/3605] Completed GUG in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:46.978543] [INFO ] [sig       ] [1496/3605] Forecasting GVA...
[2025-12-11T20:24:46.978586] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-11T20:24:46.978618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-11T20:24:46.994255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-11T20:24:46.994912] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-11T20:24:46.995908] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-11T20:24:46.995963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:46.996037] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:46.996067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:46.996126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:47.056419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:47.057685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:47.057866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:47.057908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:47.180127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:47.180358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:47.180404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:47.180433] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:47.184523] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-12-11T20:24:47.185012] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-11T20:24:47.185172] [INFO ] [sig       ] GVA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:47.331640] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GVA.txt
[2025-12-11T20:24:47.331839] [INFO ] [sig       ] [1496/3605] Completed GVA in 0.4s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:47.331886] [INFO ] [sig       ] [1497/3605] Forecasting GWH...
[2025-12-11T20:24:47.331915] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-11T20:24:47.331946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-11T20:24:47.344875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-11T20:24:47.345378] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-11T20:24:47.346251] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-11T20:24:47.346303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:47.346335] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:47.346360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:47.346417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:47.405040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:47.406157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:47.406250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:47.406284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:47.529780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:47.530029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:47.530075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:47.530103] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:47.533994] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-12-11T20:24:47.534330] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-11T20:24:47.534505] [INFO ] [sig       ] GWH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:47.677790] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GWH.txt
[2025-12-11T20:24:47.678024] [INFO ] [sig       ] [1497/3605] Completed GWH in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:47.678073] [INFO ] [sig       ] [1498/3605] Forecasting GWRE...
[2025-12-11T20:24:47.678112] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-11T20:24:47.678145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-11T20:24:47.690975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-11T20:24:47.691460] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-11T20:24:47.692310] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-11T20:24:47.692362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:47.692393] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:47.692419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:47.692476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:47.750782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:47.751955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:47.752056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:47.752092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:47.874068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:47.874303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:47.874351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:47.874379] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:47.878351] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2025-12-11T20:24:47.878702] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-11T20:24:47.878840] [INFO ] [sig       ] GWRE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:48.022411] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/GWRE.txt
[2025-12-11T20:24:48.022624] [INFO ] [sig       ] [1498/3605] Completed GWRE in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:48.022669] [INFO ] [sig       ] [1499/3605] Forecasting GWRS...
[2025-12-11T20:24:48.022698] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-11T20:24:48.022731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-11T20:24:48.035859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-11T20:24:48.036315] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-11T20:24:48.037176] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-11T20:24:48.037227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:48.037259] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:48.037285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:48.037342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:48.096008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:48.097125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:48.097224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:48.097255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:48.215677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:48.215844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:48.215886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:48.215945] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:48.220031] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=73.79%)
[2025-12-11T20:24:48.220314] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-11T20:24:48.220435] [INFO ] [sig       ] GWRS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:48.368069] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GWRS.txt
[2025-12-11T20:24:48.368230] [INFO ] [sig       ] [1499/3605] Completed GWRS in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:48.368269] [INFO ] [sig       ] [1500/3605] Forecasting GXAI...
[2025-12-11T20:24:48.368297] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-11T20:24:48.368327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-11T20:24:48.383317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-11T20:24:48.383896] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-11T20:24:48.384873] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-11T20:24:48.384926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:48.384958] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:48.384984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:48.385039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:48.443864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:48.444750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:48.444834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:48.444867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:48.558207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:48.558359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:48.558398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:48.558426] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:48.561889] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=70.05%)
[2025-12-11T20:24:48.562160] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-11T20:24:48.562284] [INFO ] [sig       ] GXAI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:48.706049] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GXAI.txt
[2025-12-11T20:24:48.706175] [INFO ] [sig       ] [1500/3605] Completed GXAI in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-11T20:24:48.706215] [INFO ] [sig       ] [1501/3605] Forecasting GYRE...
[2025-12-11T20:24:48.706243] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-11T20:24:48.706271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-11T20:24:48.717993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-11T20:24:48.718292] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-11T20:24:48.719069] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-11T20:24:48.719130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:48.719165] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:48.719195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:48.719254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:48.776400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:48.777146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:48.777227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:48.777260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:48.894963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:48.895128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:48.895185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:48.895223] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:48.898555] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-12-11T20:24:48.898840] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-11T20:24:48.898962] [INFO ] [sig       ] GYRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:49.041641] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/GYRE.txt
[2025-12-11T20:24:49.041778] [INFO ] [sig       ] [1501/3605] Completed GYRE in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-11T20:24:49.041817] [INFO ] [sig       ] [1502/3605] Forecasting H...
[2025-12-11T20:24:49.041846] [INFO ] [sig       ] Generating forecast for: H
[2025-12-11T20:24:49.041876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-11T20:24:49.053991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-11T20:24:49.054320] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-11T20:24:49.055180] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-11T20:24:49.055233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:49.055266] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:49.055292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:49.055347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:49.112134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:49.112756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:49.112833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:49.112865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:49.227926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:49.228082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:49.228122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:49.228150] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:49.231454] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-11T20:24:49.231745] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-11T20:24:49.231865] [INFO ] [sig       ] H: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:49.367350] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/H.txt
[2025-12-11T20:24:49.367477] [INFO ] [sig       ] [1502/3605] Completed H in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-11T20:24:49.367515] [INFO ] [sig       ] [1503/3605] Forecasting HAE...
[2025-12-11T20:24:49.367543] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-11T20:24:49.367589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-11T20:24:49.379170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-11T20:24:49.379482] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-11T20:24:49.380308] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-11T20:24:49.380361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:49.380393] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:49.380419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:49.380474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:49.436251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:49.436889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:49.436965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:49.436995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:49.554762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:49.554915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:49.554954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:49.554981] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:49.558286] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=24.17%)
[2025-12-11T20:24:49.558552] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-11T20:24:49.558690] [INFO ] [sig       ] HAE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:49.694755] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HAE.txt
[2025-12-11T20:24:49.694886] [INFO ] [sig       ] [1503/3605] Completed HAE in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-11T20:24:49.694924] [INFO ] [sig       ] [1504/3605] Forecasting HAFC...
[2025-12-11T20:24:49.694952] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-11T20:24:49.694981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-11T20:24:49.706617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-11T20:24:49.706951] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-11T20:24:49.707754] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-11T20:24:49.707805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:49.707858] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:49.707893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:49.707950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:49.763683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:49.764303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:49.764381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:49.764413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:49.880117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:49.880276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:49.880316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:49.880342] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:49.883646] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-11T20:24:49.883914] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-11T20:24:49.884053] [INFO ] [sig       ] HAFC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:50.022917] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HAFC.txt
[2025-12-11T20:24:50.023054] [INFO ] [sig       ] [1504/3605] Completed HAFC in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-11T20:24:50.023099] [INFO ] [sig       ] [1505/3605] Forecasting HAIN...
[2025-12-11T20:24:50.023128] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-11T20:24:50.023157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-11T20:24:50.033854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-11T20:24:50.034118] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-11T20:24:50.034888] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-11T20:24:50.034939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:50.034970] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:50.034996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:50.035051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:50.091879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:50.092660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:50.092743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:50.092776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:50.213736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:50.213886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:50.213926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:50.213953] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:50.217210] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-11T20:24:50.217474] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-11T20:24:50.217609] [INFO ] [sig       ] HAIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:50.355806] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HAIN.txt
[2025-12-11T20:24:50.355939] [INFO ] [sig       ] [1505/3605] Completed HAIN in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-11T20:24:50.355977] [INFO ] [sig       ] [1506/3605] Forecasting HAL...
[2025-12-11T20:24:50.356006] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-11T20:24:50.356035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-11T20:24:50.367247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-11T20:24:50.367526] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-11T20:24:50.368323] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-11T20:24:50.368374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:50.368405] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:50.368433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:50.368487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:50.426188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:50.427041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:50.427155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:50.427195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:50.550097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:50.550260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:50.550301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:50.550329] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:50.553880] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-11T20:24:50.554232] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-11T20:24:50.554460] [INFO ] [sig       ] HAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:50.693479] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HAL.txt
[2025-12-11T20:24:50.693639] [INFO ] [sig       ] [1506/3605] Completed HAL in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-11T20:24:50.693683] [INFO ] [sig       ] [1507/3605] Forecasting HALO...
[2025-12-11T20:24:50.693712] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-11T20:24:50.693742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-11T20:24:50.705478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-11T20:24:50.705790] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-11T20:24:50.706560] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-11T20:24:50.706633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:50.706666] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:50.706693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:50.706750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:50.765414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:50.766340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:50.766431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:50.766465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:50.891676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:50.891833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:50.891876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:50.891903] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:50.895194] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-11T20:24:50.895462] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-11T20:24:50.895604] [INFO ] [sig       ] HALO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:51.036934] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HALO.txt
[2025-12-11T20:24:51.037091] [INFO ] [sig       ] [1507/3605] Completed HALO in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-11T20:24:51.037134] [INFO ] [sig       ] [1508/3605] Forecasting HAS...
[2025-12-11T20:24:51.037169] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-11T20:24:51.037201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-11T20:24:51.048407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-11T20:24:51.048784] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-11T20:24:51.049606] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-11T20:24:51.049659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:51.049691] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:51.049718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:51.049775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:51.105454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:51.106376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:51.106463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:51.106494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:51.245650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:51.245871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:51.245945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:51.245986] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:51.249959] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=70.94%)
[2025-12-11T20:24:51.250338] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-11T20:24:51.250502] [INFO ] [sig       ] HAS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:51.404004] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HAS.txt
[2025-12-11T20:24:51.404225] [INFO ] [sig       ] [1508/3605] Completed HAS in 0.4s | 2.93 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:51.404292] [INFO ] [sig       ] [1509/3605] Forecasting HASI...
[2025-12-11T20:24:51.404337] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-11T20:24:51.404396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-11T20:24:51.421215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-11T20:24:51.421727] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-11T20:24:51.422898] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-11T20:24:51.422968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:51.423021] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:51.423068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:51.423158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:51.512331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:51.513314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:51.513414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:51.513448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:51.684531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:51.684720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:51.684767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:51.684797] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:51.688432] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=38.80%)
[2025-12-11T20:24:51.688803] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-11T20:24:51.688945] [INFO ] [sig       ] HASI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:51.868128] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HASI.txt
[2025-12-11T20:24:51.868335] [INFO ] [sig       ] [1509/3605] Completed HASI in 0.5s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:51.868380] [INFO ] [sig       ] [1510/3605] Forecasting HBAN...
[2025-12-11T20:24:51.868410] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-11T20:24:51.868440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-11T20:24:51.884814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-11T20:24:51.885261] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-11T20:24:51.886217] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-11T20:24:51.886283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:51.886317] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:51.886344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:51.886400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:51.962560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:51.963731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:51.963862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:51.963919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:52.118277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:52.118441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:52.118483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:52.118512] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:52.122078] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=38.32%)
[2025-12-11T20:24:52.122404] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-11T20:24:52.122542] [INFO ] [sig       ] HBAN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:52.278082] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HBAN.txt
[2025-12-11T20:24:52.278235] [INFO ] [sig       ] [1510/3605] Completed HBAN in 0.4s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:52.278274] [INFO ] [sig       ] [1511/3605] Forecasting HBANL...
[2025-12-11T20:24:52.278303] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-11T20:24:52.278333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-11T20:24:52.291666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-11T20:24:52.292072] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-11T20:24:52.292886] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-11T20:24:52.292939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:52.292970] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:52.292996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:52.293051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:52.355788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:52.356731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:52.356814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:52.356847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:52.470347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:52.470510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:52.470552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:52.470614] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:52.474007] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-11T20:24:52.474283] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-11T20:24:52.474408] [INFO ] [sig       ] HBANL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:52.611402] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HBANL.txt
[2025-12-11T20:24:52.611534] [INFO ] [sig       ] [1511/3605] Completed HBANL in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:52.611587] [INFO ] [sig       ] [1512/3605] Forecasting HBANP...
[2025-12-11T20:24:52.611619] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-11T20:24:52.611648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-11T20:24:52.623028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-11T20:24:52.623312] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-11T20:24:52.624141] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-11T20:24:52.624194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:52.624236] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:52.624264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:52.624320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:52.682107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:52.682971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:52.683058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:52.683091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:52.799507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:52.799671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:52.799710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:52.799738] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:52.802991] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-11T20:24:52.803258] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-11T20:24:52.803378] [INFO ] [sig       ] HBANP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:52.940713] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HBANP.txt
[2025-12-11T20:24:52.940867] [INFO ] [sig       ] [1512/3605] Completed HBANP in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:52.940905] [INFO ] [sig       ] [1513/3605] Forecasting HBB...
[2025-12-11T20:24:52.940934] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-11T20:24:52.940963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-11T20:24:52.953170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-11T20:24:52.953549] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-11T20:24:52.954401] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-11T20:24:52.954454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:52.954512] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:52.954540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:52.954628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:53.013328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:53.014156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:53.014237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:53.014269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:53.128074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:53.128220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:53.128258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:53.128285] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:53.131542] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-12-11T20:24:53.131826] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-11T20:24:53.131941] [INFO ] [sig       ] HBB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:53.268706] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HBB.txt
[2025-12-11T20:24:53.268831] [INFO ] [sig       ] [1513/3605] Completed HBB in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:53.268869] [INFO ] [sig       ] [1514/3605] Forecasting HBCP...
[2025-12-11T20:24:53.268897] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-11T20:24:53.268926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-11T20:24:53.280453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-11T20:24:53.280829] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-11T20:24:53.281657] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-11T20:24:53.281709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:53.281740] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:53.281767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:53.281822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:53.340570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:53.341272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:53.341351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:53.341387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:53.457464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:53.457626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:53.457666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:53.457693] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:53.461026] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=83.02%)
[2025-12-11T20:24:53.461293] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-11T20:24:53.461413] [INFO ] [sig       ] HBCP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:53.602192] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HBCP.txt
[2025-12-11T20:24:53.602338] [INFO ] [sig       ] [1514/3605] Completed HBCP in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:53.602382] [INFO ] [sig       ] [1515/3605] Forecasting HBM...
[2025-12-11T20:24:53.602418] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-11T20:24:53.602448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-11T20:24:53.614029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-11T20:24:53.614329] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-11T20:24:53.615104] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-11T20:24:53.615155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:53.615187] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:53.615213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:53.615268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:53.671731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:53.672329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:53.672403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:53.672435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:53.792743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:53.792897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:53.792935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:53.792962] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:53.796255] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=28.49%)
[2025-12-11T20:24:53.796523] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-11T20:24:53.796660] [INFO ] [sig       ] HBM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:53.932876] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HBM.txt
[2025-12-11T20:24:53.932994] [INFO ] [sig       ] [1515/3605] Completed HBM in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:53.933030] [INFO ] [sig       ] [1516/3605] Forecasting HBNC...
[2025-12-11T20:24:53.933064] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-11T20:24:53.933094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-11T20:24:53.944712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-11T20:24:53.945007] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-11T20:24:53.945788] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-11T20:24:53.945838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:53.945868] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:53.945893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:53.945946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:54.002395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:54.003202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:54.003286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:54.003318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:54.120214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:54.120351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:54.120389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:54.120446] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:54.123754] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=77.41%)
[2025-12-11T20:24:54.124015] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-11T20:24:54.124132] [INFO ] [sig       ] HBNC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:54.263461] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HBNC.txt
[2025-12-11T20:24:54.263598] [INFO ] [sig       ] [1516/3605] Completed HBNC in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:54.263637] [INFO ] [sig       ] [1517/3605] Forecasting HCA...
[2025-12-11T20:24:54.263666] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-11T20:24:54.263695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-11T20:24:54.275650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-11T20:24:54.275955] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-11T20:24:54.276738] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-11T20:24:54.276789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:54.276820] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:54.276845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:54.276899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:54.333202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:54.333823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:54.333901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:54.333932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:54.453172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:54.453329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:54.453367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:54.453394] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:54.456800] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-12-11T20:24:54.457070] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-11T20:24:54.457190] [INFO ] [sig       ] HCA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:54.595747] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HCA.txt
[2025-12-11T20:24:54.595882] [INFO ] [sig       ] [1517/3605] Completed HCA in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:54.595920] [INFO ] [sig       ] [1518/3605] Forecasting HCC...
[2025-12-11T20:24:54.595949] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-11T20:24:54.595977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-11T20:24:54.606833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-11T20:24:54.607096] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-11T20:24:54.607880] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-11T20:24:54.607931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:54.607962] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:54.607987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:54.608041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:54.664238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:54.664873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:54.664950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:54.664981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:54.789180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:54.789347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:54.789387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:54.789416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:54.792868] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=54.59%)
[2025-12-11T20:24:54.793140] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-11T20:24:54.793283] [INFO ] [sig       ] HCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:54.932380] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HCC.txt
[2025-12-11T20:24:54.932539] [INFO ] [sig       ] [1518/3605] Completed HCC in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-11T20:24:54.932597] [INFO ] [sig       ] [1519/3605] Forecasting HCI...
[2025-12-11T20:24:54.932630] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-11T20:24:54.932661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-11T20:24:54.944001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-11T20:24:54.944383] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-11T20:24:54.945150] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-11T20:24:54.945200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:54.945231] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:54.945257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:54.945312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:55.001635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:55.002472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:55.002553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:55.002605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:55.117198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:55.117428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:55.117468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:55.117513] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:55.120961] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-11T20:24:55.121275] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-11T20:24:55.121427] [INFO ] [sig       ] HCI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:55.261834] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HCI.txt
[2025-12-11T20:24:55.261986] [INFO ] [sig       ] [1519/3605] Completed HCI in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-11T20:24:55.262026] [INFO ] [sig       ] [1520/3605] Forecasting HCM...
[2025-12-11T20:24:55.262055] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-11T20:24:55.262084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-11T20:24:55.274412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-11T20:24:55.274828] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-11T20:24:55.275637] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-11T20:24:55.275689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:55.275721] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:55.275748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:55.275802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:55.332414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:55.333302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:55.333394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:55.333426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:55.453996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:55.454153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:55.454194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:55.454223] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:55.457506] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=53.43%)
[2025-12-11T20:24:55.457784] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-11T20:24:55.457919] [INFO ] [sig       ] HCM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:55.595885] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HCM.txt
[2025-12-11T20:24:55.596012] [INFO ] [sig       ] [1520/3605] Completed HCM in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-11T20:24:55.596051] [INFO ] [sig       ] [1521/3605] Forecasting HCSG...
[2025-12-11T20:24:55.596079] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-11T20:24:55.596107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-11T20:24:55.608861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-11T20:24:55.609257] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-11T20:24:55.610093] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-11T20:24:55.610146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:55.610177] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:55.610203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:55.610258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:55.669922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:55.670870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:55.670950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:55.671000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:55.792401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:55.792554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:55.792615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:55.792644] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:55.796035] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=61.75%)
[2025-12-11T20:24:55.796331] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-11T20:24:55.796471] [INFO ] [sig       ] HCSG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:55.936970] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HCSG.txt
[2025-12-11T20:24:55.937102] [INFO ] [sig       ] [1521/3605] Completed HCSG in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-11T20:24:55.937139] [INFO ] [sig       ] [1522/3605] Forecasting HCTI...
[2025-12-11T20:24:55.937168] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-11T20:24:55.937198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-11T20:24:55.948265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-11T20:24:55.948556] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-11T20:24:55.949366] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-11T20:24:55.949420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:55.949453] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:55.949481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:55.949539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:56.011847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:56.012783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:56.012864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:56.012895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:56.124171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:56.124332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:56.124377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:56.124406] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:56.127742] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-11T20:24:56.128064] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-11T20:24:56.128192] [INFO ] [sig       ] HCTI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:56.266501] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HCTI.txt
[2025-12-11T20:24:56.266644] [INFO ] [sig       ] [1522/3605] Completed HCTI in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-11T20:24:56.266682] [INFO ] [sig       ] [1523/3605] Forecasting HD...
[2025-12-11T20:24:56.266711] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-11T20:24:56.266740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-11T20:24:56.278065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-11T20:24:56.278342] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-11T20:24:56.279104] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-11T20:24:56.279154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:56.279185] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:56.279211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:56.279278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:56.335633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:56.336240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:56.336347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:56.336383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:56.456044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:56.456223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:56.456278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:56.456316] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:56.460443] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2025-12-11T20:24:56.460752] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-11T20:24:56.460886] [INFO ] [sig       ] HD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:56.602008] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HD.txt
[2025-12-11T20:24:56.602146] [INFO ] [sig       ] [1523/3605] Completed HD in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-11T20:24:56.602186] [INFO ] [sig       ] [1524/3605] Forecasting HDB...
[2025-12-11T20:24:56.602216] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-11T20:24:56.602245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-11T20:24:56.614135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-11T20:24:56.614436] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-11T20:24:56.615217] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-11T20:24:56.615267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:56.615297] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:56.615323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:56.615377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:56.672613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:56.673449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:56.673531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:56.673564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:56.797145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:56.797301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:56.797341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:56.797370] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:56.800788] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-11T20:24:56.801060] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-11T20:24:56.801186] [INFO ] [sig       ] HDB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:56.942092] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HDB.txt
[2025-12-11T20:24:56.942235] [INFO ] [sig       ] [1524/3605] Completed HDB in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-11T20:24:56.942274] [INFO ] [sig       ] [1525/3605] Forecasting HDSN...
[2025-12-11T20:24:56.942302] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-11T20:24:56.942335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-11T20:24:56.953454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-11T20:24:56.953787] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-11T20:24:56.954538] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-11T20:24:56.954618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:56.954651] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:56.954677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:56.954738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:57.024384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:57.025465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:57.025565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:57.025635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:57.141128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:57.141288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:57.141328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:57.141355] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:57.144738] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-12-11T20:24:57.145016] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-11T20:24:57.145142] [INFO ] [sig       ] HDSN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:57.282958] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HDSN.txt
[2025-12-11T20:24:57.283106] [INFO ] [sig       ] [1525/3605] Completed HDSN in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-11T20:24:57.283147] [INFO ] [sig       ] [1526/3605] Forecasting HE...
[2025-12-11T20:24:57.283175] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-11T20:24:57.283204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-11T20:24:57.295599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-11T20:24:57.295964] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-11T20:24:57.296736] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-11T20:24:57.296786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:57.296817] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:57.296844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:57.296899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:57.354973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:57.355866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:57.355951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:57.355984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:57.478921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:57.479071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:57.479111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:57.479140] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:57.482502] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-11T20:24:57.482788] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-11T20:24:57.482910] [INFO ] [sig       ] HE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:57.624717] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HE.txt
[2025-12-11T20:24:57.624886] [INFO ] [sig       ] [1526/3605] Completed HE in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:24:57.624926] [INFO ] [sig       ] [1527/3605] Forecasting HEI...
[2025-12-11T20:24:57.624954] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-11T20:24:57.624983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-11T20:24:57.636524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-11T20:24:57.636805] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-11T20:24:57.637568] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-11T20:24:57.637636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:57.637667] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:57.637692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:57.637746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:57.695466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:57.696157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:57.696240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:57.696272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:57.817474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:57.817645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:57.817690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:57.817718] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:57.821170] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=43.07%)
[2025-12-11T20:24:57.821449] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-11T20:24:57.821592] [INFO ] [sig       ] HEI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:57.958787] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HEI.txt
[2025-12-11T20:24:57.958916] [INFO ] [sig       ] [1527/3605] Completed HEI in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:24:57.958954] [INFO ] [sig       ] [1528/3605] Forecasting HELE...
[2025-12-11T20:24:57.958983] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-11T20:24:57.959010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-11T20:24:57.970792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-11T20:24:57.971095] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-11T20:24:57.971908] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-11T20:24:57.971960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:57.971991] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:57.972017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:57.972072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:58.029564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:58.030333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:58.030418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:58.030450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:58.151982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:58.152154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:58.152195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:58.152223] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:58.155836] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=67.58%)
[2025-12-11T20:24:58.156155] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-11T20:24:58.156291] [INFO ] [sig       ] HELE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:58.298142] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HELE.txt
[2025-12-11T20:24:58.298312] [INFO ] [sig       ] [1528/3605] Completed HELE in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:24:58.298353] [INFO ] [sig       ] [1529/3605] Forecasting HEPS...
[2025-12-11T20:24:58.298384] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-11T20:24:58.298418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-11T20:24:58.311022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-11T20:24:58.311439] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-11T20:24:58.312253] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-11T20:24:58.312304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:58.312337] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:58.312366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:58.312423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:58.374983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:58.376047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:58.376144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:58.376179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:58.504177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:58.504321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:58.504363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:58.504393] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:58.507729] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-12-11T20:24:58.508018] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-11T20:24:58.508145] [INFO ] [sig       ] HEPS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:58.645742] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HEPS.txt
[2025-12-11T20:24:58.645863] [INFO ] [sig       ] [1529/3605] Completed HEPS in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:24:58.645901] [INFO ] [sig       ] [1530/3605] Forecasting HEQ...
[2025-12-11T20:24:58.645929] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-11T20:24:58.645958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-11T20:24:58.657613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-11T20:24:58.657962] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-11T20:24:58.658763] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-11T20:24:58.658813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:58.658867] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:58.658895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:58.658949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:58.715070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:58.715689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:58.715765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:58.715796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:58.829689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:58.829820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:58.829858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:58.829885] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:58.833088] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2025-12-11T20:24:58.833369] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-11T20:24:58.833487] [INFO ] [sig       ] HEQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:58.970556] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HEQ.txt
[2025-12-11T20:24:58.970699] [INFO ] [sig       ] [1530/3605] Completed HEQ in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:24:58.970738] [INFO ] [sig       ] [1531/3605] Forecasting HERO...
[2025-12-11T20:24:58.970766] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-11T20:24:58.970794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-11T20:24:58.983632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-11T20:24:58.984065] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-11T20:24:58.984927] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-11T20:24:58.984980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:58.985011] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:58.985037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:58.985093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:59.043611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:59.044493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:59.044595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:59.044629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:59.166247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:59.166417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:59.166464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:59.166492] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:59.170002] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=31.95%)
[2025-12-11T20:24:59.170315] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-11T20:24:59.170474] [INFO ] [sig       ] HERO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:59.309426] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HERO.txt
[2025-12-11T20:24:59.309597] [INFO ] [sig       ] [1531/3605] Completed HERO in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:24:59.309639] [INFO ] [sig       ] [1532/3605] Forecasting HESM...
[2025-12-11T20:24:59.309666] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-11T20:24:59.309695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-11T20:24:59.320870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-11T20:24:59.321258] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-11T20:24:59.322045] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-11T20:24:59.322122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:59.322154] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:59.322180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:59.322234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:59.378377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:59.379292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:59.379377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:59.379409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:59.500435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:59.500605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:59.500663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:59.500691] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:59.503954] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2025-12-11T20:24:59.504216] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-11T20:24:59.504337] [INFO ] [sig       ] HESM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:24:59.642396] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HESM.txt
[2025-12-11T20:24:59.642553] [INFO ] [sig       ] [1532/3605] Completed HESM in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:24:59.642610] [INFO ] [sig       ] [1533/3605] Forecasting HFFG...
[2025-12-11T20:24:59.642642] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-11T20:24:59.642671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-11T20:24:59.653757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-11T20:24:59.654018] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-11T20:24:59.654802] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-11T20:24:59.654852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:59.654882] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:59.654908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:59.654962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:24:59.711458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:24:59.712113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:24:59.712190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:24:59.712223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:24:59.828526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:24:59.828691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:24:59.828730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:24:59.828787] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:24:59.832037] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-11T20:24:59.832301] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-11T20:24:59.832418] [INFO ] [sig       ] HFFG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:24:59.969621] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HFFG.txt
[2025-12-11T20:24:59.969758] [INFO ] [sig       ] [1533/3605] Completed HFFG in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:24:59.969798] [INFO ] [sig       ] [1534/3605] Forecasting HFRO...
[2025-12-11T20:24:59.969826] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-11T20:24:59.969856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-11T20:24:59.980694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-11T20:24:59.980990] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-11T20:24:59.981748] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-11T20:24:59.981798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:24:59.981828] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:24:59.981854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:24:59.981908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:00.044006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:00.044927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:00.045011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:00.045044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:00.162325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:00.162475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:00.162516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:00.162545] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:00.165994] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-11T20:25:00.166262] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-11T20:25:00.166390] [INFO ] [sig       ] HFRO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:00.302679] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HFRO.txt
[2025-12-11T20:25:00.302808] [INFO ] [sig       ] [1534/3605] Completed HFRO in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:25:00.302845] [INFO ] [sig       ] [1535/3605] Forecasting HFWA...
[2025-12-11T20:25:00.302872] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-11T20:25:00.302900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-11T20:25:00.314878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-11T20:25:00.315241] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-11T20:25:00.316147] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-11T20:25:00.316201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:00.316237] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:00.316277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:00.316357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:00.376714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:00.377412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:00.377494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:00.377528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:00.500178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:00.500352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:00.500401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:00.500430] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:00.503835] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2025-12-11T20:25:00.504102] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-11T20:25:00.504229] [INFO ] [sig       ] HFWA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:00.641448] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HFWA.txt
[2025-12-11T20:25:00.641568] [INFO ] [sig       ] [1535/3605] Completed HFWA in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-11T20:25:00.641624] [INFO ] [sig       ] [1536/3605] Forecasting HG...
[2025-12-11T20:25:00.641653] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-11T20:25:00.641682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-11T20:25:00.653064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-11T20:25:00.653387] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-11T20:25:00.654211] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-11T20:25:00.654263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:00.654306] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:00.654332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:00.654391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:00.710135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:00.710793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:00.710873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:00.710904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:00.827967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:00.828103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:00.828141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:00.828167] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:00.831551] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2025-12-11T20:25:00.832034] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-11T20:25:00.832169] [INFO ] [sig       ] HG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:00.975038] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HG.txt
[2025-12-11T20:25:00.975165] [INFO ] [sig       ] [1536/3605] Completed HG in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-11T20:25:00.975202] [INFO ] [sig       ] [1537/3605] Forecasting HGBL...
[2025-12-11T20:25:00.975230] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-11T20:25:00.975259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-11T20:25:00.986296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-11T20:25:00.986629] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-11T20:25:00.987371] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-11T20:25:00.987421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:00.987452] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:00.987478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:00.987534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:01.042754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:01.043341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:01.043417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:01.043448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:01.154875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:01.154990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:01.155025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:01.155053] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:01.158233] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-12-11T20:25:01.158502] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-11T20:25:01.158646] [INFO ] [sig       ] HGBL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:01.305373] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HGBL.txt
[2025-12-11T20:25:01.305500] [INFO ] [sig       ] [1537/3605] Completed HGBL in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-11T20:25:01.305538] [INFO ] [sig       ] [1538/3605] Forecasting HGLB...
[2025-12-11T20:25:01.305567] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-11T20:25:01.305615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-11T20:25:01.316785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-11T20:25:01.317101] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-11T20:25:01.317883] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-11T20:25:01.317934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:01.317965] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:01.317990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:01.318045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:01.374411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:01.375045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:01.375124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:01.375157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:01.494101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:01.494260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:01.494299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:01.494326] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:01.497679] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-11T20:25:01.497988] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-11T20:25:01.498125] [INFO ] [sig       ] HGLB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:01.639977] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HGLB.txt
[2025-12-11T20:25:01.640815] [INFO ] [sig       ] [1538/3605] Completed HGLB in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-11T20:25:01.640859] [INFO ] [sig       ] [1539/3605] Forecasting HGTY...
[2025-12-11T20:25:01.640888] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-11T20:25:01.640918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-11T20:25:01.651986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-11T20:25:01.652325] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-11T20:25:01.653106] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-11T20:25:01.653157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:01.653189] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:01.653215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:01.653271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:01.710468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:01.711246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:01.711330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:01.711365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:01.830614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:01.830775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:01.830815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:01.830843] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:01.834267] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-12-11T20:25:01.834538] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-11T20:25:01.834682] [INFO ] [sig       ] HGTY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:02.008622] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HGTY.txt
[2025-12-11T20:25:02.008789] [INFO ] [sig       ] [1539/3605] Completed HGTY in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-11T20:25:02.008836] [INFO ] [sig       ] [1540/3605] Forecasting HHH...
[2025-12-11T20:25:02.008866] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-11T20:25:02.008903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-11T20:25:02.021394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-11T20:25:02.021991] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-11T20:25:02.022820] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-11T20:25:02.022873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:02.022905] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:02.022932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:02.022993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:02.081447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:02.082351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:02.082473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:02.082508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:02.204952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:02.205112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:02.205154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:02.205185] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:02.208714] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-12-11T20:25:02.209007] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-11T20:25:02.209131] [INFO ] [sig       ] HHH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:02.354470] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HHH.txt
[2025-12-11T20:25:02.354643] [INFO ] [sig       ] [1540/3605] Completed HHH in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-11T20:25:02.354684] [INFO ] [sig       ] [1541/3605] Forecasting HI...
[2025-12-11T20:25:02.354714] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-11T20:25:02.354743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-11T20:25:02.366349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-11T20:25:02.366682] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-11T20:25:02.367463] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-11T20:25:02.367515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:02.367548] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:02.367595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:02.367657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:02.424244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:02.425025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:02.425106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:02.425140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:02.550320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:02.550482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:02.550524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:02.550554] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:02.554234] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=45.18%)
[2025-12-11T20:25:02.554594] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-11T20:25:02.554774] [INFO ] [sig       ] HI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:02.711121] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HI.txt
[2025-12-11T20:25:02.711271] [INFO ] [sig       ] [1541/3605] Completed HI in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-11T20:25:02.711311] [INFO ] [sig       ] [1542/3605] Forecasting HIFS...
[2025-12-11T20:25:02.711340] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-11T20:25:02.711368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-11T20:25:02.722651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-11T20:25:02.722966] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-11T20:25:02.723892] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-11T20:25:02.723944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:02.723974] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:02.724000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:02.724054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:02.781519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:02.782491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:02.782591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:02.782627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:02.895087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:02.895247] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:25:02.895289] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:02.895318] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:02.899210] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-12-11T20:25:02.899620] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-11T20:25:02.899770] [INFO ] [sig       ] HIFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:03.039783] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HIFS.txt
[2025-12-11T20:25:03.039923] [INFO ] [sig       ] [1542/3605] Completed HIFS in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-11T20:25:03.039964] [INFO ] [sig       ] [1543/3605] Forecasting HIG...
[2025-12-11T20:25:03.039992] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-11T20:25:03.040021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-11T20:25:03.052355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-11T20:25:03.052720] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-11T20:25:03.053647] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-11T20:25:03.053700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:03.053732] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:03.053758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:03.053813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:03.113531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:03.114390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:03.114474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:03.114507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:03.233779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:03.233932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:03.233971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:03.234017] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:03.237354] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-11T20:25:03.237650] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-11T20:25:03.237773] [INFO ] [sig       ] HIG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:03.376067] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HIG.txt
[2025-12-11T20:25:03.376215] [INFO ] [sig       ] [1543/3605] Completed HIG in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:03.376253] [INFO ] [sig       ] [1544/3605] Forecasting HII...
[2025-12-11T20:25:03.376282] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-11T20:25:03.376311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-11T20:25:03.387322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-11T20:25:03.387620] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-11T20:25:03.388401] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-11T20:25:03.388459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:03.388497] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:03.388530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:03.388617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:03.448162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:03.449017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:03.449102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:03.449134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:03.569922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:03.570070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:03.570110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:03.570139] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:03.573642] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-11T20:25:03.573911] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-11T20:25:03.574030] [INFO ] [sig       ] HII: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:03.712086] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HII.txt
[2025-12-11T20:25:03.712214] [INFO ] [sig       ] [1544/3605] Completed HII in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:03.712252] [INFO ] [sig       ] [1545/3605] Forecasting HIMS...
[2025-12-11T20:25:03.712281] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-11T20:25:03.712309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-11T20:25:03.723342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-11T20:25:03.723697] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-11T20:25:03.724457] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-11T20:25:03.724507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:03.724537] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:03.724562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:03.724637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:03.784639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:03.785457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:03.785539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:03.785606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:03.903358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:03.903495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:03.903534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:03.903565] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:03.907747] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=66.22%)
[2025-12-11T20:25:03.908103] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-11T20:25:03.908252] [INFO ] [sig       ] HIMS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:04.047941] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HIMS.txt
[2025-12-11T20:25:04.048084] [INFO ] [sig       ] [1545/3605] Completed HIMS in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:04.048122] [INFO ] [sig       ] [1546/3605] Forecasting HIMX...
[2025-12-11T20:25:04.048151] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-11T20:25:04.048180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-11T20:25:04.059063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-11T20:25:04.059397] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-11T20:25:04.060237] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-11T20:25:04.060290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:04.060323] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:04.060349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:04.060406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:04.119442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:04.120246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:04.120325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:04.120357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:04.247531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:04.247700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:04.247746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:04.247776] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:04.251168] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-12-11T20:25:04.251432] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-11T20:25:04.251555] [INFO ] [sig       ] HIMX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:04.389800] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HIMX.txt
[2025-12-11T20:25:04.389932] [INFO ] [sig       ] [1546/3605] Completed HIMX in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:04.389971] [INFO ] [sig       ] [1547/3605] Forecasting HIO...
[2025-12-11T20:25:04.389999] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-11T20:25:04.390028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-11T20:25:04.400818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-11T20:25:04.401082] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-11T20:25:04.401841] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-11T20:25:04.401891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:04.401946] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:04.402011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:04.402071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:04.458696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:04.459352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:04.459428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:04.459460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:04.578768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:04.578920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:04.578963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:04.578991] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:04.582313] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-12-11T20:25:04.582626] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-11T20:25:04.582750] [INFO ] [sig       ] HIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:04.724205] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HIO.txt
[2025-12-11T20:25:04.724331] [INFO ] [sig       ] [1547/3605] Completed HIO in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:04.724369] [INFO ] [sig       ] [1548/3605] Forecasting HIPO...
[2025-12-11T20:25:04.724398] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-11T20:25:04.724427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-11T20:25:04.735557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-11T20:25:04.735847] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-11T20:25:04.736611] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-11T20:25:04.736665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:04.736695] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:04.736720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:04.736775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:04.794826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:04.795522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:04.795623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:04.795655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:04.914520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:04.914654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:04.914694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:04.914721] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:04.917976] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-11T20:25:04.918244] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-11T20:25:04.918363] [INFO ] [sig       ] HIPO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:05.060321] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HIPO.txt
[2025-12-11T20:25:05.060474] [INFO ] [sig       ] [1548/3605] Completed HIPO in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:05.060513] [INFO ] [sig       ] [1549/3605] Forecasting HITI...
[2025-12-11T20:25:05.060542] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-11T20:25:05.060587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-11T20:25:05.071207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-11T20:25:05.071481] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-11T20:25:05.072251] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-11T20:25:05.072301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:05.072332] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:05.072358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:05.072414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:05.128773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:05.129532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:05.129628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:05.129661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:05.248447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:05.248656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:05.248712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:05.248750] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:05.252743] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-12-11T20:25:05.253013] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-11T20:25:05.253133] [INFO ] [sig       ] HITI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:05.390739] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HITI.txt
[2025-12-11T20:25:05.390871] [INFO ] [sig       ] [1549/3605] Completed HITI in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:05.390910] [INFO ] [sig       ] [1550/3605] Forecasting HIVE...
[2025-12-11T20:25:05.390938] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-11T20:25:05.390967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-11T20:25:05.401776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-11T20:25:05.402061] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-11T20:25:05.402833] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-11T20:25:05.402883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:05.402913] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:05.402938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:05.402992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:05.459158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:05.459825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:05.459901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:05.459933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:05.577323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:05.577463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:05.577501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:05.577558] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:05.581030] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=44.05%)
[2025-12-11T20:25:05.581302] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-11T20:25:05.581428] [INFO ] [sig       ] HIVE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:05.723826] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HIVE.txt
[2025-12-11T20:25:05.723981] [INFO ] [sig       ] [1550/3605] Completed HIVE in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:05.724027] [INFO ] [sig       ] [1551/3605] Forecasting HIX...
[2025-12-11T20:25:05.724057] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-11T20:25:05.724098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-11T20:25:05.735552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-11T20:25:05.735880] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-11T20:25:05.736723] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-11T20:25:05.736775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:05.736807] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:05.736834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:05.736891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:05.795325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:05.795972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:05.796052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:05.796084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:05.912011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:05.912163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:05.912201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:05.912228] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:05.915537] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2025-12-11T20:25:05.915835] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-11T20:25:05.915958] [INFO ] [sig       ] HIX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:06.059727] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HIX.txt
[2025-12-11T20:25:06.059875] [INFO ] [sig       ] [1551/3605] Completed HIX in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:06.059914] [INFO ] [sig       ] [1552/3605] Forecasting HL...
[2025-12-11T20:25:06.059942] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-11T20:25:06.059972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-11T20:25:06.071745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-11T20:25:06.072094] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-11T20:25:06.072903] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-11T20:25:06.072956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:06.072988] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:06.073015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:06.073071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:06.131046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:06.132000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:06.132098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:06.132136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:06.254374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:06.254513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:06.254555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:06.254602] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:06.257900] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=84.41%)
[2025-12-11T20:25:06.258164] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-11T20:25:06.258289] [INFO ] [sig       ] HL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:06.401055] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HL.txt
[2025-12-11T20:25:06.401180] [INFO ] [sig       ] [1552/3605] Completed HL in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:06.401219] [INFO ] [sig       ] [1553/3605] Forecasting HLAL...
[2025-12-11T20:25:06.401246] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-11T20:25:06.401275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-11T20:25:06.412342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-11T20:25:06.412649] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-11T20:25:06.413436] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-11T20:25:06.413487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:06.413518] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:06.413544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:06.413634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:06.469336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:06.470016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:06.470094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:06.470125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:06.593166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:06.593319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:06.593363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:06.593391] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:06.596760] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=40.28%)
[2025-12-11T20:25:06.597043] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-11T20:25:06.597160] [INFO ] [sig       ] HLAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:06.733853] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HLAL.txt
[2025-12-11T20:25:06.733979] [INFO ] [sig       ] [1553/3605] Completed HLAL in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-11T20:25:06.734018] [INFO ] [sig       ] [1554/3605] Forecasting HLF...
[2025-12-11T20:25:06.734047] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-11T20:25:06.734076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-11T20:25:06.745069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-11T20:25:06.745352] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-11T20:25:06.746117] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-11T20:25:06.746167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:06.746199] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:06.746225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:06.746280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:06.802230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:06.802905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:06.802981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:06.803012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:06.923935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:06.924085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:06.924131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:06.924159] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:06.927442] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-11T20:25:06.927744] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-11T20:25:06.928011] [INFO ] [sig       ] HLF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:07.065333] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HLF.txt
[2025-12-11T20:25:07.065464] [INFO ] [sig       ] [1554/3605] Completed HLF in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-11T20:25:07.065502] [INFO ] [sig       ] [1555/3605] Forecasting HLI...
[2025-12-11T20:25:07.065530] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-11T20:25:07.065559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-11T20:25:07.076984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-11T20:25:07.077271] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-11T20:25:07.078073] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-11T20:25:07.078124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:07.078154] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:07.078179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:07.078234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:07.134935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:07.135540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:07.135637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:07.135672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:07.250160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:07.250319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:07.250362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:07.250392] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:07.253978] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-12-11T20:25:07.254296] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-11T20:25:07.254434] [INFO ] [sig       ] HLI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:07.401615] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HLI.txt
[2025-12-11T20:25:07.401773] [INFO ] [sig       ] [1555/3605] Completed HLI in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-11T20:25:07.401812] [INFO ] [sig       ] [1556/3605] Forecasting HLIO...
[2025-12-11T20:25:07.401840] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-11T20:25:07.401869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-11T20:25:07.414445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-11T20:25:07.414781] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-11T20:25:07.415533] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-11T20:25:07.415600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:07.415633] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:07.415658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:07.415712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:07.471810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:07.472639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:07.472721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:07.472752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:07.595181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:07.595366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:07.595409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:07.595436] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:07.598747] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=29.32%)
[2025-12-11T20:25:07.599006] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-11T20:25:07.599123] [INFO ] [sig       ] HLIO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:07.735922] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HLIO.txt
[2025-12-11T20:25:07.736035] [INFO ] [sig       ] [1556/3605] Completed HLIO in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-11T20:25:07.736073] [INFO ] [sig       ] [1557/3605] Forecasting HLLY...
[2025-12-11T20:25:07.736101] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-11T20:25:07.736129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-11T20:25:07.748282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-11T20:25:07.748637] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-11T20:25:07.749435] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-11T20:25:07.749486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:07.749518] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:07.749545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:07.749618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:07.806329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:07.807144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:07.807279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:07.807325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:07.931007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:07.931176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:07.931217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:07.931245] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:07.934668] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-11T20:25:07.934950] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-11T20:25:07.935077] [INFO ] [sig       ] HLLY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:08.077130] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HLLY.txt
[2025-12-11T20:25:08.077298] [INFO ] [sig       ] [1557/3605] Completed HLLY in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-11T20:25:08.077348] [INFO ] [sig       ] [1558/3605] Forecasting HLMN...
[2025-12-11T20:25:08.077388] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-11T20:25:08.077420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-11T20:25:08.089392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-11T20:25:08.089720] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-11T20:25:08.090478] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-11T20:25:08.090528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:08.090559] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:08.090604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:08.090665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:08.146373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:08.147029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:08.147107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:08.147139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:08.265199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:08.265352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:08.265390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:08.265417] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:08.268760] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2025-12-11T20:25:08.269028] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-11T20:25:08.269143] [INFO ] [sig       ] HLMN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:08.406206] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HLMN.txt
[2025-12-11T20:25:08.406319] [INFO ] [sig       ] [1558/3605] Completed HLMN in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-11T20:25:08.406357] [INFO ] [sig       ] [1559/3605] Forecasting HLN...
[2025-12-11T20:25:08.406384] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-11T20:25:08.406413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-11T20:25:08.418859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-11T20:25:08.419176] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-11T20:25:08.420004] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-11T20:25:08.420065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:08.420106] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:08.420135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:08.420193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:08.477287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:08.478092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:08.478173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:08.478206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:08.597023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:08.597181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:08.597219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:08.597246] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:08.600649] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-11T20:25:08.600914] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-11T20:25:08.601036] [INFO ] [sig       ] HLN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:08.744593] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HLN.txt
[2025-12-11T20:25:08.744806] [INFO ] [sig       ] [1559/3605] Completed HLN in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-11T20:25:08.744858] [INFO ] [sig       ] [1560/3605] Forecasting HLNE...
[2025-12-11T20:25:08.744898] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-11T20:25:08.744936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-11T20:25:08.757337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-11T20:25:08.757661] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-11T20:25:08.758457] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-11T20:25:08.758518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:08.758549] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:08.758591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:08.758652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:08.814618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:08.815242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:08.815320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:08.815351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:08.930289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:08.930428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:08.930466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:08.930493] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:08.934107] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=70.95%)
[2025-12-11T20:25:08.934368] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-11T20:25:08.934483] [INFO ] [sig       ] HLNE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:09.073173] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HLNE.txt
[2025-12-11T20:25:09.073337] [INFO ] [sig       ] [1560/3605] Completed HLNE in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:09.073379] [INFO ] [sig       ] [1561/3605] Forecasting HLX...
[2025-12-11T20:25:09.073418] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-11T20:25:09.073448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-11T20:25:09.084441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-11T20:25:09.084752] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-11T20:25:09.085537] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-11T20:25:09.085607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:09.085640] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:09.085666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:09.085721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:09.142652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:09.143314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:09.143400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:09.143433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:09.262846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:09.262997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:09.263035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:09.263062] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:09.266351] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-12-11T20:25:09.266633] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-11T20:25:09.266754] [INFO ] [sig       ] HLX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:09.403382] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HLX.txt
[2025-12-11T20:25:09.403511] [INFO ] [sig       ] [1561/3605] Completed HLX in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:09.403549] [INFO ] [sig       ] [1562/3605] Forecasting HMC...
[2025-12-11T20:25:09.403596] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-11T20:25:09.403636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-11T20:25:09.414735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-11T20:25:09.415012] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-11T20:25:09.415782] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-11T20:25:09.415833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:09.415865] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:09.415891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:09.415946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:09.475286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:09.476157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:09.476255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:09.476308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:09.602870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:09.603045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:09.603087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:09.603117] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:09.606717] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-11T20:25:09.606998] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-11T20:25:09.607125] [INFO ] [sig       ] HMC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:09.748742] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HMC.txt
[2025-12-11T20:25:09.748885] [INFO ] [sig       ] [1562/3605] Completed HMC in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:09.748924] [INFO ] [sig       ] [1563/3605] Forecasting HMN...
[2025-12-11T20:25:09.748953] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-11T20:25:09.748981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-11T20:25:09.760490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-11T20:25:09.760838] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-11T20:25:09.761648] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-11T20:25:09.761700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:09.761732] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:09.761758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:09.761814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:09.820491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:09.821377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:09.821462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:09.821496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:09.943212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:09.943361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:09.943402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:09.943433] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:09.946869] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=43.68%)
[2025-12-11T20:25:09.947160] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-11T20:25:09.947288] [INFO ] [sig       ] HMN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:10.096920] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HMN.txt
[2025-12-11T20:25:10.097073] [INFO ] [sig       ] [1563/3605] Completed HMN in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:10.097119] [INFO ] [sig       ] [1564/3605] Forecasting HMY...
[2025-12-11T20:25:10.097149] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-11T20:25:10.097178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-11T20:25:10.108773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-11T20:25:10.109164] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-11T20:25:10.109942] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-11T20:25:10.109993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:10.110050] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:10.110078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:10.110133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:10.166446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:10.167300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:10.167381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:10.167412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:10.291021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:10.291182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:10.291224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:10.291252] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:10.294748] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-11T20:25:10.295033] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-11T20:25:10.295157] [INFO ] [sig       ] HMY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:10.434179] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HMY.txt
[2025-12-11T20:25:10.434312] [INFO ] [sig       ] [1564/3605] Completed HMY in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:10.434350] [INFO ] [sig       ] [1565/3605] Forecasting HNDL...
[2025-12-11T20:25:10.434378] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-11T20:25:10.434405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-11T20:25:10.445851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-11T20:25:10.446139] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-11T20:25:10.446902] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-11T20:25:10.446952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:10.446982] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:10.447007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:10.447061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:10.502825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:10.503429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:10.503507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:10.503539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:10.623029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:10.623184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:10.623225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:10.623264] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:10.627008] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-12-11T20:25:10.627296] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-11T20:25:10.627445] [INFO ] [sig       ] HNDL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:10.777429] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HNDL.txt
[2025-12-11T20:25:10.777566] [INFO ] [sig       ] [1565/3605] Completed HNDL in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:10.777625] [INFO ] [sig       ] [1566/3605] Forecasting HNI...
[2025-12-11T20:25:10.777656] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-11T20:25:10.777685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-11T20:25:10.789408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-11T20:25:10.789690] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-11T20:25:10.790448] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-11T20:25:10.790499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:10.790532] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:10.790558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:10.790637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:10.848710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:10.849685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:10.849777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:10.849809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:10.968822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:10.968991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:10.969032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:10.969059] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:10.972420] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=42.15%)
[2025-12-11T20:25:10.972712] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-11T20:25:10.972835] [INFO ] [sig       ] HNI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:11.111951] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HNI.txt
[2025-12-11T20:25:11.112099] [INFO ] [sig       ] [1566/3605] Completed HNI in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:11.112138] [INFO ] [sig       ] [1567/3605] Forecasting HNRG...
[2025-12-11T20:25:11.112165] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-11T20:25:11.112194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-11T20:25:11.124394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-11T20:25:11.124719] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-11T20:25:11.125480] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-11T20:25:11.125531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:11.125561] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:11.125604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:11.125660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:11.182970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:11.183906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:11.183988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:11.184020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:11.302113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:11.302267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:11.302322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:11.302381] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:11.305803] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=23.41%)
[2025-12-11T20:25:11.306074] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-11T20:25:11.306197] [INFO ] [sig       ] HNRG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:11.444672] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HNRG.txt
[2025-12-11T20:25:11.444812] [INFO ] [sig       ] [1567/3605] Completed HNRG in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:11.444850] [INFO ] [sig       ] [1568/3605] Forecasting HOG...
[2025-12-11T20:25:11.444880] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-11T20:25:11.444910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-11T20:25:11.456179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-11T20:25:11.456458] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-11T20:25:11.457241] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-11T20:25:11.457292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:11.457325] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:11.457350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:11.457407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:11.514242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:11.515070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:11.515151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:11.515183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:11.638151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:11.638306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:11.638347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:11.638376] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:11.641758] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-11T20:25:11.642034] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-11T20:25:11.642167] [INFO ] [sig       ] HOG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:11.785289] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HOG.txt
[2025-12-11T20:25:11.785422] [INFO ] [sig       ] [1568/3605] Completed HOG in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:11.785461] [INFO ] [sig       ] [1569/3605] Forecasting HOLO...
[2025-12-11T20:25:11.785488] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-11T20:25:11.785517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-11T20:25:11.796715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-11T20:25:11.796996] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-11T20:25:11.797767] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-11T20:25:11.797817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:11.801227] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:11.801257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:11.801331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:11.858317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:11.859080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:11.859171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:11.859204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:11.980506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:11.980677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:11.980718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:11.980746] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:11.984122] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-11T20:25:11.984401] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-11T20:25:11.984526] [INFO ] [sig       ] HOLO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:12.124746] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HOLO.txt
[2025-12-11T20:25:12.124904] [INFO ] [sig       ] [1569/3605] Completed HOLO in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:12.124970] [INFO ] [sig       ] [1570/3605] Forecasting HOLX...
[2025-12-11T20:25:12.125006] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-11T20:25:12.125037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-11T20:25:12.136757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-11T20:25:12.137111] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-11T20:25:12.137942] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-11T20:25:12.137996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:12.138029] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:12.138056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:12.138112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:12.197422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:12.198301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:12.198386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:12.198418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:12.323468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:12.323649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:12.323692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:12.323720] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:12.327028] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-12-11T20:25:12.327299] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-11T20:25:12.327418] [INFO ] [sig       ] HOLX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:12.514498] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HOLX.txt
[2025-12-11T20:25:12.514675] [INFO ] [sig       ] [1570/3605] Completed HOLX in 0.4s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:12.514717] [INFO ] [sig       ] [1571/3605] Forecasting HOMB...
[2025-12-11T20:25:12.514747] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-11T20:25:12.514776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-11T20:25:12.525960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-11T20:25:12.526321] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-11T20:25:12.527106] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-11T20:25:12.527157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:12.527201] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:12.527228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:12.527283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:12.586859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:12.587844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:12.587924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:12.587955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:12.703876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:12.704024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:12.704064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:12.704091] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:12.707427] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-12-11T20:25:12.707715] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-11T20:25:12.707911] [INFO ] [sig       ] HOMB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:12.848773] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HOMB.txt
[2025-12-11T20:25:12.848931] [INFO ] [sig       ] [1571/3605] Completed HOMB in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-11T20:25:12.848974] [INFO ] [sig       ] [1572/3605] Forecasting HON...
[2025-12-11T20:25:12.849004] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-11T20:25:12.849034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-11T20:25:12.860677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-11T20:25:12.861075] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-11T20:25:12.861881] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-11T20:25:12.861933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:12.861965] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:12.861993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:12.862049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:12.921412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:12.922129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:12.922216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:12.922273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:13.042835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:13.042972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:13.043010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:13.043037] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:13.046284] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-12-11T20:25:13.046546] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-11T20:25:13.046683] [INFO ] [sig       ] HON: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:13.186133] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HON.txt
[2025-12-11T20:25:13.186266] [INFO ] [sig       ] [1572/3605] Completed HON in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-11T20:25:13.186304] [INFO ] [sig       ] [1573/3605] Forecasting HOOD...
[2025-12-11T20:25:13.186333] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-11T20:25:13.186370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-11T20:25:13.198633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-11T20:25:13.198951] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-11T20:25:13.199728] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-11T20:25:13.199780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:13.199812] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:13.199839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:13.199896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:13.257986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:13.258987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:13.259078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:13.259111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:13.382486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:13.382678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:13.382727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:13.382757] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:13.386332] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=50.10%)
[2025-12-11T20:25:13.386657] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-11T20:25:13.386784] [INFO ] [sig       ] HOOD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:13.527060] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HOOD.txt
[2025-12-11T20:25:13.527196] [INFO ] [sig       ] [1573/3605] Completed HOOD in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-11T20:25:13.527235] [INFO ] [sig       ] [1574/3605] Forecasting HOPE...
[2025-12-11T20:25:13.527266] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-11T20:25:13.527295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-11T20:25:13.539212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-11T20:25:13.539479] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-11T20:25:13.540269] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-11T20:25:13.540321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:13.540353] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:13.540381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:13.540438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:13.599080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:13.599731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:13.599850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:13.599887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:13.712608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:13.712752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:13.712792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:13.712821] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:13.716227] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=50.91%)
[2025-12-11T20:25:13.716500] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-11T20:25:13.716640] [INFO ] [sig       ] HOPE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:13.857671] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HOPE.txt
[2025-12-11T20:25:13.857800] [INFO ] [sig       ] [1574/3605] Completed HOPE in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-11T20:25:13.857867] [INFO ] [sig       ] [1575/3605] Forecasting HOTH...
[2025-12-11T20:25:13.857904] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-11T20:25:13.857933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-11T20:25:13.870218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-11T20:25:13.870494] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-11T20:25:13.871295] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-11T20:25:13.871347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:13.871378] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:13.871405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:13.871463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:13.931414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:13.932054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:13.932132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:13.932165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:14.055634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:14.055788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:14.055833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:14.055864] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:14.059427] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-11T20:25:14.059751] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-11T20:25:14.059888] [INFO ] [sig       ] HOTH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:14.201290] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HOTH.txt
[2025-12-11T20:25:14.201429] [INFO ] [sig       ] [1575/3605] Completed HOTH in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-11T20:25:14.201469] [INFO ] [sig       ] [1576/3605] Forecasting HOUS...
[2025-12-11T20:25:14.201498] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-11T20:25:14.201529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-11T20:25:14.214954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-11T20:25:14.215308] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-11T20:25:14.216301] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-11T20:25:14.216352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:14.216382] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:14.216408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:14.216462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:14.272928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:14.273818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:14.273901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:14.273932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:14.397306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:14.397460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:14.397500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:14.397529] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:14.401161] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-11T20:25:14.401444] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-11T20:25:14.401567] [INFO ] [sig       ] HOUS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:14.541272] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HOUS.txt
[2025-12-11T20:25:14.541417] [INFO ] [sig       ] [1576/3605] Completed HOUS in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-11T20:25:14.541457] [INFO ] [sig       ] [1577/3605] Forecasting HP...
[2025-12-11T20:25:14.541487] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-11T20:25:14.541517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-11T20:25:14.553876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-11T20:25:14.554193] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-11T20:25:14.554968] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-11T20:25:14.555020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:14.555051] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:14.555077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:14.555133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:14.611091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:14.611912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:14.611993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:14.612025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:14.737621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:14.737777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:14.737834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:14.737872] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:14.741209] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-12-11T20:25:14.741492] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-11T20:25:14.741636] [INFO ] [sig       ] HP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:14.881195] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HP.txt
[2025-12-11T20:25:14.881368] [INFO ] [sig       ] [1577/3605] Completed HP in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-11T20:25:14.881408] [INFO ] [sig       ] [1578/3605] Forecasting HPE...
[2025-12-11T20:25:14.881437] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-11T20:25:14.881467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-11T20:25:14.893497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-11T20:25:14.893837] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-11T20:25:14.894810] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-11T20:25:14.894862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:14.894894] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:14.894920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:14.894988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:14.954378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:14.955187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:14.955270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:14.955303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:15.076791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:15.076955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:15.076995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:15.077041] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:15.080590] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=87.46%)
[2025-12-11T20:25:15.080896] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-11T20:25:15.081028] [INFO ] [sig       ] HPE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:15.222291] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HPE.txt
[2025-12-11T20:25:15.222445] [INFO ] [sig       ] [1578/3605] Completed HPE in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:15.222483] [INFO ] [sig       ] [1579/3605] Forecasting HPF...
[2025-12-11T20:25:15.222514] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-11T20:25:15.222543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-11T20:25:15.240018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-11T20:25:15.240434] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-11T20:25:15.241254] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-11T20:25:15.241306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:15.241337] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:15.241364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:15.241419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:15.297486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:15.298253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:15.298335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:15.298367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:15.417972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:15.418121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:15.418161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:15.418188] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:15.421552] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-11T20:25:15.421839] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-11T20:25:15.421958] [INFO ] [sig       ] HPF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:15.566752] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HPF.txt
[2025-12-11T20:25:15.566896] [INFO ] [sig       ] [1579/3605] Completed HPF in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:15.566935] [INFO ] [sig       ] [1580/3605] Forecasting HPI...
[2025-12-11T20:25:15.566965] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-11T20:25:15.566995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-11T20:25:15.578379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-11T20:25:15.578685] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-11T20:25:15.579481] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-11T20:25:15.579532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:15.579566] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:15.579613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:15.579671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:15.637337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:15.638065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:15.638148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:15.638182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:15.758163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:15.758312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:15.758351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:15.758380] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:15.761821] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=57.08%)
[2025-12-11T20:25:15.762093] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-11T20:25:15.762214] [INFO ] [sig       ] HPI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:15.909426] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HPI.txt
[2025-12-11T20:25:15.909635] [INFO ] [sig       ] [1580/3605] Completed HPI in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:15.909697] [INFO ] [sig       ] [1581/3605] Forecasting HPK...
[2025-12-11T20:25:15.909745] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-11T20:25:15.909792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-11T20:25:15.922688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-11T20:25:15.923005] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-11T20:25:15.923796] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-11T20:25:15.923848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:15.923906] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:15.923933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:15.923991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:15.979698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:15.980294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:15.980371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:15.980402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:16.101000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:16.101144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:16.101181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:16.101207] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:16.104538] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-12-11T20:25:16.104826] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-11T20:25:16.104946] [INFO ] [sig       ] HPK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:16.242159] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HPK.txt
[2025-12-11T20:25:16.242278] [INFO ] [sig       ] [1581/3605] Completed HPK in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:16.242315] [INFO ] [sig       ] [1582/3605] Forecasting HPP...
[2025-12-11T20:25:16.242343] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-11T20:25:16.242371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-11T20:25:16.254403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-11T20:25:16.254697] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-11T20:25:16.255439] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-11T20:25:16.255488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:16.255518] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:16.255543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:16.255633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:16.310974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:16.311556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:16.311650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:16.311681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:16.430296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:16.430436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:16.430475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:16.430501] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:16.433816] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-11T20:25:16.434078] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-11T20:25:16.434195] [INFO ] [sig       ] HPP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:16.570421] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HPP.txt
[2025-12-11T20:25:16.570541] [INFO ] [sig       ] [1582/3605] Completed HPP in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:16.570597] [INFO ] [sig       ] [1583/3605] Forecasting HPQ...
[2025-12-11T20:25:16.570628] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-11T20:25:16.570656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-11T20:25:16.583462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-11T20:25:16.583833] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-11T20:25:16.584610] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-11T20:25:16.584661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:16.584693] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:16.584719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:16.584774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:16.643267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:16.644103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:16.644183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:16.644214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:16.761796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:16.761945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:16.761983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:16.762009] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:16.765268] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-12-11T20:25:16.765531] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-11T20:25:16.765666] [INFO ] [sig       ] HPQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:16.901929] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HPQ.txt
[2025-12-11T20:25:16.902057] [INFO ] [sig       ] [1583/3605] Completed HPQ in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:16.902094] [INFO ] [sig       ] [1584/3605] Forecasting HPS...
[2025-12-11T20:25:16.902122] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-11T20:25:16.902153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-11T20:25:16.914236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-11T20:25:16.914505] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-11T20:25:16.915266] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-11T20:25:16.915329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:16.915360] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:16.915386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:16.915445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:16.971924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:16.972536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:16.972634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:16.972667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:17.089299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:17.089682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:17.089724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:17.089750] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:17.093364] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2025-12-11T20:25:17.093667] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-11T20:25:17.093792] [INFO ] [sig       ] HPS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:17.238863] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HPS.txt
[2025-12-11T20:25:17.239035] [INFO ] [sig       ] [1584/3605] Completed HPS in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:17.239085] [INFO ] [sig       ] [1585/3605] Forecasting HQI...
[2025-12-11T20:25:17.239124] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-11T20:25:17.239157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-11T20:25:17.251237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-11T20:25:17.251615] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-11T20:25:17.252543] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-11T20:25:17.252619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:17.252654] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:17.252682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:17.252739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:17.311082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:17.311957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:17.312040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:17.312072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:17.418828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:17.419020] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:25:17.419073] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:17.419105] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:17.422641] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-11T20:25:17.422936] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-11T20:25:17.423057] [INFO ] [sig       ] HQI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:17.569719] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HQI.txt
[2025-12-11T20:25:17.569874] [INFO ] [sig       ] [1585/3605] Completed HQI in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:17.569919] [INFO ] [sig       ] [1586/3605] Forecasting HQL...
[2025-12-11T20:25:17.569954] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-11T20:25:17.569982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-11T20:25:17.581557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-11T20:25:17.581869] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-11T20:25:17.582627] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-11T20:25:17.582677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:17.582707] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:17.582733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:17.582788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:17.638895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:17.639550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:17.639641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:17.639673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:17.760954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:17.761113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:17.761160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:17.761197] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:17.764659] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-11T20:25:17.764934] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-11T20:25:17.765055] [INFO ] [sig       ] HQL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:17.917196] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HQL.txt
[2025-12-11T20:25:17.917349] [INFO ] [sig       ] [1586/3605] Completed HQL in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:17.917392] [INFO ] [sig       ] [1587/3605] Forecasting HQY...
[2025-12-11T20:25:17.917422] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-11T20:25:17.917453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-11T20:25:17.929352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-11T20:25:17.929714] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-11T20:25:17.930484] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-11T20:25:17.930534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:17.930566] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:17.930617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:17.930673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:17.989417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:17.990311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:17.990398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:17.990432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:18.109923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:18.110087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:18.110129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:18.110158] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:18.113641] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-11T20:25:18.113947] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-11T20:25:18.114077] [INFO ] [sig       ] HQY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:18.268492] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HQY.txt
[2025-12-11T20:25:18.268638] [INFO ] [sig       ] [1587/3605] Completed HQY in 0.4s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:18.268684] [INFO ] [sig       ] [1588/3605] Forecasting HRB...
[2025-12-11T20:25:18.268714] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-11T20:25:18.268742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-11T20:25:18.280009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-11T20:25:18.280329] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-11T20:25:18.281117] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-11T20:25:18.281168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:18.281200] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:18.281227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:18.281283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:18.340069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:18.341027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:18.341113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:18.341146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:18.462046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:18.462202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:18.462245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:18.462274] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:18.465679] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=77.08%)
[2025-12-11T20:25:18.465995] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-11T20:25:18.466117] [INFO ] [sig       ] HRB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:18.605366] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HRB.txt
[2025-12-11T20:25:18.605504] [INFO ] [sig       ] [1588/3605] Completed HRB in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-11T20:25:18.605543] [INFO ] [sig       ] [1589/3605] Forecasting HRL...
[2025-12-11T20:25:18.605587] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-11T20:25:18.605619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-11T20:25:18.617532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-11T20:25:18.617898] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-11T20:25:18.618723] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-11T20:25:18.618774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:18.618806] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:18.618832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:18.618887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:18.681514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:18.682368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:18.682450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:18.682483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:18.810028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:18.810186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:18.810244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:18.810281] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:18.813731] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-11T20:25:18.814045] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-11T20:25:18.814186] [INFO ] [sig       ] HRL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:18.962630] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HRL.txt
[2025-12-11T20:25:18.962797] [INFO ] [sig       ] [1589/3605] Completed HRL in 0.4s | 2.93 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-11T20:25:18.962839] [INFO ] [sig       ] [1590/3605] Forecasting HRMY...
[2025-12-11T20:25:18.962870] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-11T20:25:18.962899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-11T20:25:18.974914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-11T20:25:18.975240] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-11T20:25:18.976059] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-11T20:25:18.976110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:18.976141] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:18.976166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:18.976221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:19.034966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:19.035724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:19.035803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:19.035838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:19.151862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:19.152021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:19.152060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:19.152087] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:19.155373] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=46.57%)
[2025-12-11T20:25:19.155664] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-11T20:25:19.155783] [INFO ] [sig       ] HRMY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:19.293258] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HRMY.txt
[2025-12-11T20:25:19.293390] [INFO ] [sig       ] [1590/3605] Completed HRMY in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-11T20:25:19.293429] [INFO ] [sig       ] [1591/3605] Forecasting HRTG...
[2025-12-11T20:25:19.293457] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-11T20:25:19.293486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-11T20:25:19.304747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-11T20:25:19.305073] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-11T20:25:19.305890] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-11T20:25:19.305944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:19.305977] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:19.306005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:19.306065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:19.363747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:19.364441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:19.364520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:19.364553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:19.482039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:19.482200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:19.482256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:19.482285] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:19.485660] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-11T20:25:19.485952] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-11T20:25:19.486077] [INFO ] [sig       ] HRTG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:19.626303] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HRTG.txt
[2025-12-11T20:25:19.626438] [INFO ] [sig       ] [1591/3605] Completed HRTG in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-11T20:25:19.626476] [INFO ] [sig       ] [1592/3605] Forecasting HRTX...
[2025-12-11T20:25:19.626504] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-11T20:25:19.626532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-11T20:25:19.638298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-11T20:25:19.638564] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-11T20:25:19.639350] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-11T20:25:19.639401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:19.639433] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:19.639459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:19.639514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:19.700909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:19.701807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:19.701890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:19.701925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:19.823391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:19.823548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:19.823607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:19.823638] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:19.827086] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=35.50%)
[2025-12-11T20:25:19.827368] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-11T20:25:19.827492] [INFO ] [sig       ] HRTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:19.968650] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HRTX.txt
[2025-12-11T20:25:19.968803] [INFO ] [sig       ] [1592/3605] Completed HRTX in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-11T20:25:19.968841] [INFO ] [sig       ] [1593/3605] Forecasting HRZN...
[2025-12-11T20:25:19.968870] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-11T20:25:19.968900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-11T20:25:19.983355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-11T20:25:19.983897] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-11T20:25:19.984861] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-11T20:25:19.984917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:19.984975] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:19.985008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:19.985066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:20.047734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:20.048918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:20.049015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:20.049048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:20.171551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:20.171746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:20.171787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:20.171814] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:20.175259] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-11T20:25:20.175568] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-11T20:25:20.175742] [INFO ] [sig       ] HRZN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:20.317276] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HRZN.txt
[2025-12-11T20:25:20.317430] [INFO ] [sig       ] [1593/3605] Completed HRZN in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-11T20:25:20.317469] [INFO ] [sig       ] [1594/3605] Forecasting HSAI...
[2025-12-11T20:25:20.317498] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-11T20:25:20.317527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-11T20:25:20.329604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-11T20:25:20.329972] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-11T20:25:20.330752] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-11T20:25:20.330802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:20.330833] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:20.330860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:20.330916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:20.387479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:20.388385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:20.388466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:20.388498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:20.511953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:20.512109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:20.512148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:20.512176] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:20.515518] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-11T20:25:20.515849] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-11T20:25:20.515990] [INFO ] [sig       ] HSAI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:20.659555] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HSAI.txt
[2025-12-11T20:25:20.659727] [INFO ] [sig       ] [1594/3605] Completed HSAI in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-11T20:25:20.659796] [INFO ] [sig       ] [1595/3605] Forecasting HSBC...
[2025-12-11T20:25:20.659825] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-11T20:25:20.659855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-11T20:25:20.671545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-11T20:25:20.671919] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-11T20:25:20.672719] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-11T20:25:20.672771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:20.672815] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:20.672843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:20.672900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:20.731171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:20.732092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:20.732187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:20.732220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:20.855900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:20.856050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:20.856090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:20.856118] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:20.859612] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-11T20:25:20.859948] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-11T20:25:20.860091] [INFO ] [sig       ] HSBC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:21.004183] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HSBC.txt
[2025-12-11T20:25:21.004336] [INFO ] [sig       ] [1595/3605] Completed HSBC in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:21.004375] [INFO ] [sig       ] [1596/3605] Forecasting HSCS...
[2025-12-11T20:25:21.004406] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-11T20:25:21.004434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-11T20:25:21.015468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-11T20:25:21.015864] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-11T20:25:21.016664] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-11T20:25:21.016715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:21.016746] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:21.016771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:21.016826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:21.073562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:21.074400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:21.074484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:21.074517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:21.185164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:21.185317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:21.185356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:21.185386] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:21.188813] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-12-11T20:25:21.189117] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-11T20:25:21.189245] [INFO ] [sig       ] HSCS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:21.328909] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HSCS.txt
[2025-12-11T20:25:21.329048] [INFO ] [sig       ] [1596/3605] Completed HSCS in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:21.329265] [INFO ] [sig       ] [1597/3605] Forecasting HSHP...
[2025-12-11T20:25:21.329293] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-11T20:25:21.329320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-11T20:25:21.341545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-11T20:25:21.341953] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-11T20:25:21.342739] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-11T20:25:21.342789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:21.342820] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:21.342847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:21.342902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:21.398866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:21.399722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:21.399801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:21.399831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:21.531384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:21.531536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:21.531596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:21.531627] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:21.534925] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2025-12-11T20:25:21.535205] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-11T20:25:21.535329] [INFO ] [sig       ] HSHP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:21.673456] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HSHP.txt
[2025-12-11T20:25:21.673622] [INFO ] [sig       ] [1597/3605] Completed HSHP in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:21.673661] [INFO ] [sig       ] [1598/3605] Forecasting HSIC...
[2025-12-11T20:25:21.673690] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-11T20:25:21.673720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-11T20:25:21.685840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-11T20:25:21.686215] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-11T20:25:21.686984] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-11T20:25:21.687034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:21.687064] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:21.687117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:21.687174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:21.743876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:21.744725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:21.744806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:21.744837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:21.868700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:21.868865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:21.868910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:21.868938] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:21.872260] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-11T20:25:21.872526] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-11T20:25:21.872663] [INFO ] [sig       ] HSIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:22.010987] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HSIC.txt
[2025-12-11T20:25:22.011125] [INFO ] [sig       ] [1598/3605] Completed HSIC in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:22.011164] [INFO ] [sig       ] [1599/3605] Forecasting HSTM...
[2025-12-11T20:25:22.011224] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-11T20:25:22.011254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-11T20:25:22.024250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-11T20:25:22.024598] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-11T20:25:22.025354] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-11T20:25:22.025404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:22.025439] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:22.025465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:22.025520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:22.083990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:22.084805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:22.084892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:22.084927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:22.200872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:22.201032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:22.201071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:22.201098] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:22.204353] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-12-11T20:25:22.204635] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-11T20:25:22.204754] [INFO ] [sig       ] HSTM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:22.344370] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HSTM.txt
[2025-12-11T20:25:22.344510] [INFO ] [sig       ] [1599/3605] Completed HSTM in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:22.344548] [INFO ] [sig       ] [1600/3605] Forecasting HSY...
[2025-12-11T20:25:22.344597] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-11T20:25:22.344628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-11T20:25:22.356922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-11T20:25:22.357229] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-11T20:25:22.358021] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-11T20:25:22.358071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:22.358102] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:22.358129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:22.358184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:22.417019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:22.417777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:22.417879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:22.417918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:22.566065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:22.566218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:22.566265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:22.566293] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:22.569640] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=56.02%)
[2025-12-11T20:25:22.569902] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-11T20:25:22.570019] [INFO ] [sig       ] HSY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:22.711381] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HSY.txt
[2025-12-11T20:25:22.711532] [INFO ] [sig       ] [1600/3605] Completed HSY in 0.4s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:22.711588] [INFO ] [sig       ] [1601/3605] Forecasting HTBK...
[2025-12-11T20:25:22.711619] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-11T20:25:22.711648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-11T20:25:22.723535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-11T20:25:22.723907] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-11T20:25:22.724675] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-11T20:25:22.724723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:22.724754] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:22.724779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:22.724833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:22.780928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:22.781796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:22.781876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:22.781908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:22.898401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:22.898549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:22.898606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:22.898635] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:22.901973] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-11T20:25:22.902276] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-11T20:25:22.902401] [INFO ] [sig       ] HTBK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:23.040388] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HTBK.txt
[2025-12-11T20:25:23.040513] [INFO ] [sig       ] [1601/3605] Completed HTBK in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:23.040551] [INFO ] [sig       ] [1602/3605] Forecasting HTD...
[2025-12-11T20:25:23.040598] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-11T20:25:23.040629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-11T20:25:23.052865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-11T20:25:23.053248] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-11T20:25:23.054027] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-11T20:25:23.054077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:23.054109] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:23.054135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:23.054190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:23.110586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:23.111427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:23.111506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:23.111538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:23.229683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:23.229838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:23.229877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:23.229922] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:23.233229] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-11T20:25:23.233513] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-11T20:25:23.233660] [INFO ] [sig       ] HTD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:23.375175] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HTD.txt
[2025-12-11T20:25:23.375332] [INFO ] [sig       ] [1602/3605] Completed HTD in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:23.375372] [INFO ] [sig       ] [1603/3605] Forecasting HTGC...
[2025-12-11T20:25:23.375400] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-11T20:25:23.375428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-11T20:25:23.386871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-11T20:25:23.387145] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-11T20:25:23.387932] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-11T20:25:23.387983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:23.388013] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:23.388039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:23.388093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:23.445805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:23.446709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:23.446793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:23.446825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:23.569001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:23.569153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:23.569193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:23.569221] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:23.572785] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-11T20:25:23.573056] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-11T20:25:23.573180] [INFO ] [sig       ] HTGC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:23.722038] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HTGC.txt
[2025-12-11T20:25:23.722206] [INFO ] [sig       ] [1603/3605] Completed HTGC in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:23.722246] [INFO ] [sig       ] [1604/3605] Forecasting HTH...
[2025-12-11T20:25:23.722277] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-11T20:25:23.722305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-11T20:25:23.734608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-11T20:25:23.734922] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-11T20:25:23.735716] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-11T20:25:23.735765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:23.735796] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:23.735823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:23.735879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:23.792445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:23.793344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:23.793428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:23.793476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:23.906406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:23.906559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:23.906615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:23.906641] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:23.909906] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-12-11T20:25:23.910194] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-11T20:25:23.910308] [INFO ] [sig       ] HTH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:24.046278] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HTH.txt
[2025-12-11T20:25:24.046409] [INFO ] [sig       ] [1604/3605] Completed HTH in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:24.046466] [INFO ] [sig       ] [1605/3605] Forecasting HTLD...
[2025-12-11T20:25:24.046493] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-11T20:25:24.046522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-11T20:25:24.057974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-11T20:25:24.058271] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-11T20:25:24.059067] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-11T20:25:24.059119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:24.059153] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:24.059181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:24.059241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:24.117274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:24.117913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:24.117992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:24.118024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:24.235913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:24.236075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:24.236118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:24.236144] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:24.239833] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-11T20:25:24.240124] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-11T20:25:24.240241] [INFO ] [sig       ] HTLD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:24.382329] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HTLD.txt
[2025-12-11T20:25:24.382496] [INFO ] [sig       ] [1605/3605] Completed HTLD in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:24.382535] [INFO ] [sig       ] [1606/3605] Forecasting HTOO...
[2025-12-11T20:25:24.382564] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-11T20:25:24.382619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-11T20:25:24.395070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-11T20:25:24.395342] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-11T20:25:24.396107] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-11T20:25:24.396158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:24.396195] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:24.396232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:24.396289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:24.452689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:24.453299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:24.453388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:24.453421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:24.565480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:24.565630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:24.565668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:24.565694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:24.568848] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-11T20:25:24.569110] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-11T20:25:24.569225] [INFO ] [sig       ] HTOO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:24.705898] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HTOO.txt
[2025-12-11T20:25:24.706022] [INFO ] [sig       ] [1606/3605] Completed HTOO in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-11T20:25:24.706058] [INFO ] [sig       ] [1607/3605] Forecasting HTZ...
[2025-12-11T20:25:24.706086] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-11T20:25:24.706115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-11T20:25:24.717855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-11T20:25:24.718136] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-11T20:25:24.718892] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-11T20:25:24.718941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:24.718973] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:24.719001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:24.719059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:24.775178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:24.775808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:24.775883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:24.775915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:24.893840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:24.893959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:24.893998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:24.894025] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:24.897322] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-12-11T20:25:24.897605] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-11T20:25:24.897727] [INFO ] [sig       ] HTZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:25.034614] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HTZ.txt
[2025-12-11T20:25:25.034770] [INFO ] [sig       ] [1607/3605] Completed HTZ in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-11T20:25:25.034810] [INFO ] [sig       ] [1608/3605] Forecasting HUBB...
[2025-12-11T20:25:25.034838] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-11T20:25:25.034867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-11T20:25:25.045502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-11T20:25:25.045803] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-11T20:25:25.046542] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-11T20:25:25.046610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:25.046642] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:25.046669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:25.046724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:25.105737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:25.106334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:25.106434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:25.106466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:25.221954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:25.222076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:25.222114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:25.222142] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:25.225375] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-11T20:25:25.225653] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-11T20:25:25.225772] [INFO ] [sig       ] HUBB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:25.363566] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HUBB.txt
[2025-12-11T20:25:25.363705] [INFO ] [sig       ] [1608/3605] Completed HUBB in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-11T20:25:25.363743] [INFO ] [sig       ] [1609/3605] Forecasting HUBG...
[2025-12-11T20:25:25.363771] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-11T20:25:25.363800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-11T20:25:25.374894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-11T20:25:25.375181] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-11T20:25:25.375952] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-11T20:25:25.376013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:25.376051] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:25.376083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:25.376147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:25.433145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:25.433930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:25.434020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:25.434057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:25.549166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:25.549324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:25.549363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:25.549391] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:25.552761] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=65.92%)
[2025-12-11T20:25:25.553065] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-11T20:25:25.553192] [INFO ] [sig       ] HUBG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:25.691297] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HUBG.txt
[2025-12-11T20:25:25.691417] [INFO ] [sig       ] [1609/3605] Completed HUBG in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-11T20:25:25.691454] [INFO ] [sig       ] [1610/3605] Forecasting HUBS...
[2025-12-11T20:25:25.691482] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-11T20:25:25.691516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-11T20:25:25.702606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-11T20:25:25.702885] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-11T20:25:25.703639] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-11T20:25:25.703689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:25.703720] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:25.703746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:25.703800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:25.762510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:25.763211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:25.763289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:25.763322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:25.885266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:25.885415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:25.885452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:25.885479] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:25.888808] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=92.42%)
[2025-12-11T20:25:25.889098] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-11T20:25:25.889225] [INFO ] [sig       ] HUBS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:26.028036] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HUBS.txt
[2025-12-11T20:25:26.028168] [INFO ] [sig       ] [1610/3605] Completed HUBS in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-11T20:25:26.028206] [INFO ] [sig       ] [1611/3605] Forecasting HUM...
[2025-12-11T20:25:26.028234] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-11T20:25:26.028263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-11T20:25:26.039135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-11T20:25:26.039411] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-11T20:25:26.040169] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-11T20:25:26.040219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:26.040252] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:26.040278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:26.040333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:26.099006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:26.099889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:26.099974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:26.100007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:26.220922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:26.221084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:26.221136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:26.221203] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:26.225026] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-11T20:25:26.225304] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-11T20:25:26.225425] [INFO ] [sig       ] HUM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:26.364378] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HUM.txt
[2025-12-11T20:25:26.364558] [INFO ] [sig       ] [1611/3605] Completed HUM in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-11T20:25:26.364619] [INFO ] [sig       ] [1612/3605] Forecasting HUMA...
[2025-12-11T20:25:26.364649] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-11T20:25:26.364679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-11T20:25:26.375932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-11T20:25:26.376222] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-11T20:25:26.376997] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-11T20:25:26.377049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:26.377081] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:26.377108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:26.377164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:26.434731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:26.435444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:26.435522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:26.435554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:26.559371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:26.559520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:26.559557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:26.559603] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:26.562884] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-11T20:25:26.563147] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-11T20:25:26.563264] [INFO ] [sig       ] HUMA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:26.706171] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HUMA.txt
[2025-12-11T20:25:26.706326] [INFO ] [sig       ] [1612/3605] Completed HUMA in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:26.706365] [INFO ] [sig       ] [1613/3605] Forecasting HUN...
[2025-12-11T20:25:26.706396] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-11T20:25:26.706426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-11T20:25:26.718365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-11T20:25:26.718740] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-11T20:25:26.719507] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-11T20:25:26.719557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:26.719606] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:26.719633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:26.719691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:26.779421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:26.780313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:26.780407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:26.780440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:26.904477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:26.904651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:26.904695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:26.904723] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:26.908175] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-11T20:25:26.908481] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-11T20:25:26.908649] [INFO ] [sig       ] HUN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:27.051012] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HUN.txt
[2025-12-11T20:25:27.051175] [INFO ] [sig       ] [1613/3605] Completed HUN in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:27.051214] [INFO ] [sig       ] [1614/3605] Forecasting HURC...
[2025-12-11T20:25:27.051243] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-11T20:25:27.051273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-11T20:25:27.063331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-11T20:25:27.063733] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-11T20:25:27.064499] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-11T20:25:27.064550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:27.064600] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:27.064627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:27.064681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:27.122169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:27.123154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:27.123283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:27.123317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:27.246804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:27.246954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:27.246996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:27.247025] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:27.250704] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-11T20:25:27.251029] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-11T20:25:27.251163] [INFO ] [sig       ] HURC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:27.402617] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HURC.txt
[2025-12-11T20:25:27.402744] [INFO ] [sig       ] [1614/3605] Completed HURC in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:27.402781] [INFO ] [sig       ] [1615/3605] Forecasting HURN...
[2025-12-11T20:25:27.402810] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-11T20:25:27.402838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-11T20:25:27.414753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-11T20:25:27.415046] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-11T20:25:27.416004] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-11T20:25:27.416054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:27.416108] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:27.416134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:27.416189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:27.474219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:27.474812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:27.474887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:27.474918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:27.591005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:27.591143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:27.591181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:27.591207] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:27.594406] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=49.88%)
[2025-12-11T20:25:27.594680] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-11T20:25:27.594795] [INFO ] [sig       ] HURN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:27.734649] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HURN.txt
[2025-12-11T20:25:27.734772] [INFO ] [sig       ] [1615/3605] Completed HURN in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:27.734808] [INFO ] [sig       ] [1616/3605] Forecasting HUYA...
[2025-12-11T20:25:27.734837] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-11T20:25:27.734866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-11T20:25:27.747124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-11T20:25:27.747477] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-11T20:25:27.748339] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-11T20:25:27.748391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:27.748424] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:27.748450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:27.748506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:27.807445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:27.808306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:27.808393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:27.808425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:27.935936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:27.936093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:27.936134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:27.936161] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:27.939847] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=89.22%)
[2025-12-11T20:25:27.940145] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-11T20:25:27.940279] [INFO ] [sig       ] HUYA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:28.078990] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HUYA.txt
[2025-12-11T20:25:28.079147] [INFO ] [sig       ] [1616/3605] Completed HUYA in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:28.079186] [INFO ] [sig       ] [1617/3605] Forecasting HWC...
[2025-12-11T20:25:28.079214] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-11T20:25:28.079245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-11T20:25:28.091448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-11T20:25:28.091858] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-11T20:25:28.092663] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-11T20:25:28.092715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:28.092749] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:28.092776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:28.092869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:28.150965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:28.151808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:28.151892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:28.151924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:28.274932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:28.275077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:28.275116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:28.275142] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:28.278414] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=84.92%)
[2025-12-11T20:25:28.278692] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-11T20:25:28.278810] [INFO ] [sig       ] HWC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:28.420559] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HWC.txt
[2025-12-11T20:25:28.420718] [INFO ] [sig       ] [1617/3605] Completed HWC in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:28.420756] [INFO ] [sig       ] [1618/3605] Forecasting HWH...
[2025-12-11T20:25:28.420785] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-11T20:25:28.420816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-11T20:25:28.432633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-11T20:25:28.432971] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-11T20:25:28.433741] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-11T20:25:28.433790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:28.433819] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:28.433844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:28.433897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:28.489777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:28.490534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:28.490636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:28.490670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:28.611227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:28.611377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:28.611416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:28.611475] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:28.614750] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-11T20:25:28.615013] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-11T20:25:28.615133] [INFO ] [sig       ] HWH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:28.752121] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HWH.txt
[2025-12-11T20:25:28.752442] [INFO ] [sig       ] [1618/3605] Completed HWH in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:28.752479] [INFO ] [sig       ] [1619/3605] Forecasting HWKN...
[2025-12-11T20:25:28.752507] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-11T20:25:28.752537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-11T20:25:28.764143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-11T20:25:28.764443] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-11T20:25:28.765214] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-11T20:25:28.765276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:28.765308] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:28.765334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:28.765390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:28.822176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:28.822884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:28.822962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:28.822994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:28.940322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:28.940474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:28.940512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:28.940541] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:28.943870] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-11T20:25:28.944133] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-11T20:25:28.944249] [INFO ] [sig       ] HWKN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:29.080322] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HWKN.txt
[2025-12-11T20:25:29.080454] [INFO ] [sig       ] [1619/3605] Completed HWKN in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:29.080491] [INFO ] [sig       ] [1620/3605] Forecasting HWM...
[2025-12-11T20:25:29.080519] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-11T20:25:29.080546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-11T20:25:29.092117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-11T20:25:29.092421] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-11T20:25:29.093204] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-11T20:25:29.093254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:29.093284] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:29.093309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:29.093364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:29.149164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:29.149977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:29.150073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:29.150109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:29.266972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:29.267125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:29.267164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:29.267193] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:29.270465] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-12-11T20:25:29.270751] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-11T20:25:29.270872] [INFO ] [sig       ] HWM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:29.426401] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HWM.txt
[2025-12-11T20:25:29.426596] [INFO ] [sig       ] [1620/3605] Completed HWM in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:29.426649] [INFO ] [sig       ] [1621/3605] Forecasting HXL...
[2025-12-11T20:25:29.426685] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-11T20:25:29.426726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-11T20:25:29.440304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-11T20:25:29.440658] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-11T20:25:29.441569] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-11T20:25:29.441647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:29.441678] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:29.441704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:29.441760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:29.497595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:29.498337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:29.498419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:29.498452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:29.637126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:29.637303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:29.637354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:29.637383] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:29.641100] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-11T20:25:29.641416] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-11T20:25:29.641553] [INFO ] [sig       ] HXL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:29.787853] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HXL.txt
[2025-12-11T20:25:29.788000] [INFO ] [sig       ] [1621/3605] Completed HXL in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:29.788039] [INFO ] [sig       ] [1622/3605] Forecasting HY...
[2025-12-11T20:25:29.788066] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-11T20:25:29.788095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-11T20:25:29.799473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-11T20:25:29.799806] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-11T20:25:29.800672] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-11T20:25:29.800733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:29.800779] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:29.800819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:29.800877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:29.858269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:29.859099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:29.859181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:29.859214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:29.978484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:29.978635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:29.978677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:29.978705] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:29.981979] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-11T20:25:29.982241] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-11T20:25:29.982361] [INFO ] [sig       ] HY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:30.125959] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HY.txt
[2025-12-11T20:25:30.126120] [INFO ] [sig       ] [1622/3605] Completed HY in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:30.126167] [INFO ] [sig       ] [1623/3605] Forecasting HYFM...
[2025-12-11T20:25:30.126197] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-11T20:25:30.126226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-11T20:25:30.140322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-11T20:25:30.140753] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-11T20:25:30.141556] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-11T20:25:30.141632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:30.141666] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:30.141694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:30.141750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:30.201390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:30.202327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:30.202419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:30.202452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:30.326310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:30.326464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:30.326505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:30.326534] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:30.330232] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-12-11T20:25:30.330502] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-11T20:25:30.330644] [INFO ] [sig       ] HYFM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:30.484422] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HYFM.txt
[2025-12-11T20:25:30.484591] [INFO ] [sig       ] [1623/3605] Completed HYFM in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:30.484633] [INFO ] [sig       ] [1624/3605] Forecasting HYI...
[2025-12-11T20:25:30.484661] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-11T20:25:30.484689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-11T20:25:30.496505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-11T20:25:30.496837] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-11T20:25:30.497663] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-11T20:25:30.497715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:30.497747] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:30.497772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:30.497850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:30.554235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:30.555034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:30.555117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:30.555147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:30.683586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:30.683734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:30.683775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:30.683802] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:30.687073] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-11T20:25:30.687337] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-11T20:25:30.687470] [INFO ] [sig       ] HYI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:30.824785] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HYI.txt
[2025-12-11T20:25:30.824904] [INFO ] [sig       ] [1624/3605] Completed HYI in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-11T20:25:30.824941] [INFO ] [sig       ] [1625/3605] Forecasting HYLS...
[2025-12-11T20:25:30.824969] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-11T20:25:30.824997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-11T20:25:30.836160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-11T20:25:30.836448] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-11T20:25:30.837266] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-11T20:25:30.837317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:30.837350] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:30.837378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:30.837436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:30.895620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:30.896231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:30.896339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:30.896382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:31.014106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:31.014274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:31.014316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:31.014345] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:31.017801] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-11T20:25:31.018106] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-11T20:25:31.018228] [INFO ] [sig       ] HYLS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:31.155204] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HYLS.txt
[2025-12-11T20:25:31.155360] [INFO ] [sig       ] [1625/3605] Completed HYLS in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-11T20:25:31.155399] [INFO ] [sig       ] [1626/3605] Forecasting HYMC...
[2025-12-11T20:25:31.155430] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-11T20:25:31.155459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-11T20:25:31.166896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-11T20:25:31.167173] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-11T20:25:31.167992] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-11T20:25:31.168041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:31.168071] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:31.168096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:31.168151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:31.223645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:31.224335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:31.224416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:31.224447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:31.344003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:31.344166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:31.344233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:31.344263] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:31.347683] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-11T20:25:31.347991] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-11T20:25:31.348123] [INFO ] [sig       ] HYMC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:31.485203] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HYMC.txt
[2025-12-11T20:25:31.485333] [INFO ] [sig       ] [1626/3605] Completed HYMC in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-11T20:25:31.485372] [INFO ] [sig       ] [1627/3605] Forecasting HYXF...
[2025-12-11T20:25:31.485400] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-11T20:25:31.485428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-11T20:25:31.497016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-11T20:25:31.497358] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-11T20:25:31.498173] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-11T20:25:31.498223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:31.498254] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:31.498280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:31.498335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:31.556880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:31.557664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:31.557744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:31.557778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:31.661837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:31.661986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:31.662026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:31.662054] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:31.665358] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=57.78%)
[2025-12-11T20:25:31.665639] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-11T20:25:31.665760] [INFO ] [sig       ] HYXF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:31.804147] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HYXF.txt
[2025-12-11T20:25:31.804284] [INFO ] [sig       ] [1627/3605] Completed HYXF in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-11T20:25:31.804321] [INFO ] [sig       ] [1628/3605] Forecasting HYZD...
[2025-12-11T20:25:31.804349] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-11T20:25:31.804376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-11T20:25:31.816636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-11T20:25:31.817002] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-11T20:25:31.817979] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-11T20:25:31.818028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:31.818059] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:31.818085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:31.818140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:31.876711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:31.877445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:31.877525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:31.877558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:31.995893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:31.996047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:31.996087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:31.996117] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:31.999540] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=45.85%)
[2025-12-11T20:25:31.999839] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-11T20:25:31.999963] [INFO ] [sig       ] HYZD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:32.142173] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/HYZD.txt
[2025-12-11T20:25:32.142390] [INFO ] [sig       ] [1628/3605] Completed HYZD in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-11T20:25:32.142448] [INFO ] [sig       ] [1629/3605] Forecasting HZO...
[2025-12-11T20:25:32.142488] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-11T20:25:32.142537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-11T20:25:32.154263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-11T20:25:32.154611] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-11T20:25:32.155384] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-11T20:25:32.155435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:32.155467] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:32.155495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:32.155603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:32.213069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:32.213804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:32.213883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:32.213916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:32.332682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:32.332833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:32.332873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:32.332901] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:32.336349] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-11T20:25:32.336654] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-11T20:25:32.336783] [INFO ] [sig       ] HZO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:32.475626] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/HZO.txt
[2025-12-11T20:25:32.475790] [INFO ] [sig       ] [1629/3605] Completed HZO in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-11T20:25:32.475834] [INFO ] [sig       ] [1630/3605] Forecasting IAC...
[2025-12-11T20:25:32.475863] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-11T20:25:32.475893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-11T20:25:32.487494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-11T20:25:32.487946] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-11T20:25:32.488878] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-11T20:25:32.488937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:32.488984] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:32.489014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:32.489071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:32.547496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:32.548388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:32.548468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:32.548500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:32.668369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:32.668515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:32.668555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:32.668601] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:32.671993] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=45.28%)
[2025-12-11T20:25:32.672261] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-11T20:25:32.672378] [INFO ] [sig       ] IAC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:32.830544] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IAC.txt
[2025-12-11T20:25:32.830697] [INFO ] [sig       ] [1630/3605] Completed IAC in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:32.830735] [INFO ] [sig       ] [1631/3605] Forecasting IAE...
[2025-12-11T20:25:32.830763] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-11T20:25:32.830792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-11T20:25:32.842184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-11T20:25:32.842542] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-11T20:25:32.843350] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-11T20:25:32.843401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:32.843432] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:32.843457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:32.843511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:32.898985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:32.899737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:32.899814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:32.899846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:33.011396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:33.011552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:33.011609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:33.011639] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:33.015004] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2025-12-11T20:25:33.015326] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-11T20:25:33.015459] [INFO ] [sig       ] IAE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:33.152442] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IAE.txt
[2025-12-11T20:25:33.152595] [INFO ] [sig       ] [1631/3605] Completed IAE in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:33.152635] [INFO ] [sig       ] [1632/3605] Forecasting IAG...
[2025-12-11T20:25:33.152665] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-11T20:25:33.152694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-11T20:25:33.164140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-11T20:25:33.164461] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-11T20:25:33.165246] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-11T20:25:33.165298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:33.165355] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:33.165384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:33.165442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:33.220637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:33.221393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:33.221473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:33.221504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:33.341838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:33.341989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:33.342027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:33.342054] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:33.345310] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-11T20:25:33.345624] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-11T20:25:33.345758] [INFO ] [sig       ] IAG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:33.483706] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IAG.txt
[2025-12-11T20:25:33.483851] [INFO ] [sig       ] [1632/3605] Completed IAG in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:33.483889] [INFO ] [sig       ] [1633/3605] Forecasting IAS...
[2025-12-11T20:25:33.483917] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-11T20:25:33.483946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-11T20:25:33.494921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-11T20:25:33.495216] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-11T20:25:33.495994] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-11T20:25:33.496044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:33.496084] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:33.496111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:33.496166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:33.551502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:33.552202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:33.552278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:33.552310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:33.670374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:33.670517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:33.670556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:33.670600] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:33.673858] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-12-11T20:25:33.674120] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-11T20:25:33.674243] [INFO ] [sig       ] IAS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:33.811694] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IAS.txt
[2025-12-11T20:25:33.811844] [INFO ] [sig       ] [1633/3605] Completed IAS in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:33.811882] [INFO ] [sig       ] [1634/3605] Forecasting IBB...
[2025-12-11T20:25:33.811918] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-11T20:25:33.811948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-11T20:25:33.824052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-11T20:25:33.824426] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-11T20:25:33.825215] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-11T20:25:33.825266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:33.825298] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:33.825323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:33.825379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:33.880875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:33.881556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:33.881649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:33.881681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:34.001017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:34.001155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:34.001191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:34.001219] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:34.004430] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-11T20:25:34.004708] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-11T20:25:34.004825] [INFO ] [sig       ] IBB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:34.139768] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBB.txt
[2025-12-11T20:25:34.139890] [INFO ] [sig       ] [1634/3605] Completed IBB in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:34.139928] [INFO ] [sig       ] [1635/3605] Forecasting IBBQ...
[2025-12-11T20:25:34.139956] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-11T20:25:34.139987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-11T20:25:34.151112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-11T20:25:34.151430] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-11T20:25:34.152199] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-11T20:25:34.152251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:34.152282] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:34.152308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:34.152362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:34.211209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:34.211994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:34.212085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:34.212120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:34.315694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:34.315835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:34.315872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:34.315906] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:34.320375] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-11T20:25:34.320689] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-11T20:25:34.320829] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:34.456628] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBBQ.txt
[2025-12-11T20:25:34.456756] [INFO ] [sig       ] [1635/3605] Completed IBBQ in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:34.456793] [INFO ] [sig       ] [1636/3605] Forecasting IBCP...
[2025-12-11T20:25:34.456821] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-11T20:25:34.456850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-11T20:25:34.468009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-11T20:25:34.468337] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-11T20:25:34.469163] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-11T20:25:34.469214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:34.469245] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:34.469272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:34.469329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:34.524878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:34.525520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:34.525614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:34.525647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:34.637362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:34.637509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:34.637549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:34.637595] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:34.641038] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-12-11T20:25:34.641313] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-11T20:25:34.641436] [INFO ] [sig       ] IBCP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:34.776358] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBCP.txt
[2025-12-11T20:25:34.776487] [INFO ] [sig       ] [1636/3605] Completed IBCP in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:34.776525] [INFO ] [sig       ] [1637/3605] Forecasting IBEX...
[2025-12-11T20:25:34.776554] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-11T20:25:34.776601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-11T20:25:34.787697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-11T20:25:34.788020] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-11T20:25:34.788858] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-11T20:25:34.788914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:34.788967] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:34.788997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:34.789054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:34.845850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:34.846728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:34.846812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:34.846845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:34.974424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:34.974581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:34.974631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:34.974674] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:34.978037] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-12-11T20:25:34.978305] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-11T20:25:34.978423] [INFO ] [sig       ] IBEX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:35.115375] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IBEX.txt
[2025-12-11T20:25:35.115495] [INFO ] [sig       ] [1637/3605] Completed IBEX in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:35.115532] [INFO ] [sig       ] [1638/3605] Forecasting IBM...
[2025-12-11T20:25:35.115560] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-11T20:25:35.115613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-11T20:25:35.127177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-11T20:25:35.127452] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-11T20:25:35.128289] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-11T20:25:35.128341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:35.128374] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:35.128401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:35.128456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:35.185856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:35.186560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:35.186652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:35.186685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:35.308039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:35.308169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:35.308207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:35.308234] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:35.311440] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-12-11T20:25:35.311720] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-11T20:25:35.311839] [INFO ] [sig       ] IBM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:35.449184] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBM.txt
[2025-12-11T20:25:35.449304] [INFO ] [sig       ] [1638/3605] Completed IBM in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:35.449343] [INFO ] [sig       ] [1639/3605] Forecasting IBN...
[2025-12-11T20:25:35.449373] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-11T20:25:35.449403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-11T20:25:35.460737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-11T20:25:35.461019] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-11T20:25:35.461776] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-11T20:25:35.461826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:35.461858] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:35.461884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:35.461938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:35.517911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:35.518539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:35.518631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:35.518663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:35.640128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:35.640277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:35.640321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:35.640348] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:35.643634] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-11T20:25:35.643897] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-11T20:25:35.644013] [INFO ] [sig       ] IBN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:35.781057] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBN.txt
[2025-12-11T20:25:35.781174] [INFO ] [sig       ] [1639/3605] Completed IBN in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:35.781218] [INFO ] [sig       ] [1640/3605] Forecasting IBOC...
[2025-12-11T20:25:35.781248] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-11T20:25:35.781276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-11T20:25:35.792367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-11T20:25:35.792649] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-11T20:25:35.793395] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-11T20:25:35.793445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:35.793476] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:35.793501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:35.793556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:35.850067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:35.850699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:35.850772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:35.850803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:35.966134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:35.966290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:35.966332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:35.966361] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:35.969838] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-11T20:25:35.970107] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-11T20:25:35.970232] [INFO ] [sig       ] IBOC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:36.113370] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IBOC.txt
[2025-12-11T20:25:36.113542] [INFO ] [sig       ] [1640/3605] Completed IBOC in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:36.113605] [INFO ] [sig       ] [1641/3605] Forecasting IBP...
[2025-12-11T20:25:36.113636] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-11T20:25:36.113666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-11T20:25:36.125866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-11T20:25:36.126206] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-11T20:25:36.127004] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-11T20:25:36.127056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:36.127089] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:36.127117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:36.127210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:36.192165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:36.193107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:36.193192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:36.193225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:36.320343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:36.320512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:36.320558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:36.320604] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:36.324132] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=70.96%)
[2025-12-11T20:25:36.324478] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-11T20:25:36.324629] [INFO ] [sig       ] IBP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:36.463881] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBP.txt
[2025-12-11T20:25:36.464033] [INFO ] [sig       ] [1641/3605] Completed IBP in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:36.464073] [INFO ] [sig       ] [1642/3605] Forecasting IBRX...
[2025-12-11T20:25:36.464102] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-11T20:25:36.464131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-11T20:25:36.475441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-11T20:25:36.475788] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-11T20:25:36.476619] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-11T20:25:36.476671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:36.476703] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:36.476730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:36.476788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:36.536816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:36.537710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:36.537852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:36.537889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:36.657251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:36.657403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:36.657441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:36.657468] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:36.660763] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-11T20:25:36.661026] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-11T20:25:36.661144] [INFO ] [sig       ] IBRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:36.797742] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IBRX.txt
[2025-12-11T20:25:36.797915] [INFO ] [sig       ] [1642/3605] Completed IBRX in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-11T20:25:36.797955] [INFO ] [sig       ] [1643/3605] Forecasting IBTF...
[2025-12-11T20:25:36.797984] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-11T20:25:36.798013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-11T20:25:36.809606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-11T20:25:36.809989] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-11T20:25:36.810796] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-11T20:25:36.810861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:36.810895] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:36.810922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:36.810978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:36.866904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:36.867770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:36.867868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:36.867900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:36.974933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:36.975082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:36.975122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:36.975149] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:36.978498] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-11T20:25:36.978786] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-11T20:25:36.978908] [INFO ] [sig       ] IBTF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:37.121437] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBTF.txt
[2025-12-11T20:25:37.121621] [INFO ] [sig       ] [1643/3605] Completed IBTF in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-11T20:25:37.121664] [INFO ] [sig       ] [1644/3605] Forecasting IBTG...
[2025-12-11T20:25:37.121692] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-11T20:25:37.121722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-11T20:25:37.134313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-11T20:25:37.134945] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-11T20:25:37.135838] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-11T20:25:37.135890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:37.135922] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:37.135948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:37.136004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:37.195349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:37.196263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:37.196358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:37.196394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:37.319946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:37.320102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:37.320145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:37.320173] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:37.323549] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-12-11T20:25:37.323852] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-11T20:25:37.323976] [INFO ] [sig       ] IBTG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:37.469482] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBTG.txt
[2025-12-11T20:25:37.469648] [INFO ] [sig       ] [1644/3605] Completed IBTG in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-11T20:25:37.469688] [INFO ] [sig       ] [1645/3605] Forecasting IBTH...
[2025-12-11T20:25:37.469717] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-11T20:25:37.469747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-11T20:25:37.481658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-11T20:25:37.482014] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-11T20:25:37.482793] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-11T20:25:37.482843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:37.482875] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:37.482901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:37.482956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:37.543261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:37.544378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:37.544484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:37.544519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:37.665204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:37.665359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:37.665407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:37.665442] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:37.670291] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-11T20:25:37.670737] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-11T20:25:37.670914] [INFO ] [sig       ] IBTH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:37.810395] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBTH.txt
[2025-12-11T20:25:37.810593] [INFO ] [sig       ] [1645/3605] Completed IBTH in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-11T20:25:37.810635] [INFO ] [sig       ] [1646/3605] Forecasting IBTI...
[2025-12-11T20:25:37.810666] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-11T20:25:37.810695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-11T20:25:37.821759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-11T20:25:37.822124] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-11T20:25:37.822906] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-11T20:25:37.822956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:37.822987] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:37.823013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:37.823068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:37.880064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:37.880968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:37.881053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:37.881086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:38.011370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:38.011523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:38.011563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:38.011610] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:38.014974] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=81.72%)
[2025-12-11T20:25:38.015293] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-11T20:25:38.015421] [INFO ] [sig       ] IBTI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:38.153026] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBTI.txt
[2025-12-11T20:25:38.153157] [INFO ] [sig       ] [1646/3605] Completed IBTI in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-11T20:25:38.153196] [INFO ] [sig       ] [1647/3605] Forecasting IBTJ...
[2025-12-11T20:25:38.153224] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-11T20:25:38.153252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-11T20:25:38.164206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-11T20:25:38.164472] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-11T20:25:38.165228] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-11T20:25:38.165278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:38.165309] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:38.165334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:38.165388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:38.223117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:38.223800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:38.223877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:38.223911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:38.345698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:38.345821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:38.345858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:38.345885] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:38.349126] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=39.48%)
[2025-12-11T20:25:38.349385] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-11T20:25:38.349502] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:38.496151] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IBTJ.txt
[2025-12-11T20:25:38.496354] [INFO ] [sig       ] [1647/3605] Completed IBTJ in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:38.496407] [INFO ] [sig       ] [1648/3605] Forecasting IBTK...
[2025-12-11T20:25:38.496446] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-11T20:25:38.496481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-11T20:25:38.510376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-11T20:25:38.510843] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-11T20:25:38.511817] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-11T20:25:38.511871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:38.511905] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:38.511932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:38.511989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:38.574015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:38.575149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:38.575237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:38.575271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:38.694946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:38.695106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:38.695146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:38.695176] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:38.698593] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: UP (p=64.96%)
[2025-12-11T20:25:38.698893] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-11T20:25:38.699017] [INFO ] [sig       ] IBTK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:38.846955] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBTK.txt
[2025-12-11T20:25:38.847111] [INFO ] [sig       ] [1648/3605] Completed IBTK in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:38.847151] [INFO ] [sig       ] [1649/3605] Forecasting IBTL...
[2025-12-11T20:25:38.847179] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-11T20:25:38.847207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-11T20:25:38.860281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-11T20:25:38.860743] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-11T20:25:38.861650] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-11T20:25:38.861706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:38.861777] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:38.861816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:38.861894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:38.923340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:38.924355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:38.924448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:38.924481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:39.078957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:39.079154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:39.079220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:39.079268] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:39.084915] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=74.39%)
[2025-12-11T20:25:39.085478] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-11T20:25:39.085713] [INFO ] [sig       ] IBTL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:39.303950] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IBTL.txt
[2025-12-11T20:25:39.304209] [INFO ] [sig       ] [1649/3605] Completed IBTL in 0.5s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:39.304275] [INFO ] [sig       ] [1650/3605] Forecasting IBTM...
[2025-12-11T20:25:39.304323] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-11T20:25:39.304369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-11T20:25:39.319712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-11T20:25:39.320242] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-11T20:25:39.321437] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-11T20:25:39.321506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:39.321558] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:39.321627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:39.321720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:39.410496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:39.411897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:39.412034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:39.412089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:39.558816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:39.559013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:39.559064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:39.559098] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:39.564121] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-11T20:25:39.564673] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-11T20:25:39.564870] [INFO ] [sig       ] IBTM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:39.762416] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IBTM.txt
[2025-12-11T20:25:39.762636] [INFO ] [sig       ] [1650/3605] Completed IBTM in 0.5s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:39.762698] [INFO ] [sig       ] [1651/3605] Forecasting IBTO...
[2025-12-11T20:25:39.762740] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-11T20:25:39.762781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-11T20:25:39.776654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-11T20:25:39.777102] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-11T20:25:39.778152] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-11T20:25:39.778213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:39.778255] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:39.778288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:39.778365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:39.839547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:39.840504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:39.840607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:39.840641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:39.961828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:39.962148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:39.962187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:39.962214] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:39.966285] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=43.86%)
[2025-12-11T20:25:39.966555] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-11T20:25:39.966698] [INFO ] [sig       ] IBTO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:40.108537] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IBTO.txt
[2025-12-11T20:25:40.108695] [INFO ] [sig       ] [1651/3605] Completed IBTO in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:40.108735] [INFO ] [sig       ] [1652/3605] Forecasting ICE...
[2025-12-11T20:25:40.108764] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-11T20:25:40.108793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-11T20:25:40.119948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-11T20:25:40.120239] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-11T20:25:40.121022] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-11T20:25:40.121072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:40.121103] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:40.121129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:40.121183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:40.177196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:40.177930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:40.178006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:40.178038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:40.304403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:40.304553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:40.304611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:40.304669] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:40.308106] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=32.63%)
[2025-12-11T20:25:40.308378] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-11T20:25:40.308503] [INFO ] [sig       ] ICE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:40.449394] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ICE.txt
[2025-12-11T20:25:40.449558] [INFO ] [sig       ] [1652/3605] Completed ICE in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:40.449627] [INFO ] [sig       ] [1653/3605] Forecasting ICFI...
[2025-12-11T20:25:40.449657] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-11T20:25:40.449689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-11T20:25:40.461220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-11T20:25:40.461545] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-11T20:25:40.462333] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-11T20:25:40.462387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:40.462419] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:40.462446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:40.462516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:40.520856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:40.521656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:40.521737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:40.521771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:40.649753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:40.649910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:40.649954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:40.649984] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:40.653438] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-11T20:25:40.653771] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-11T20:25:40.653911] [INFO ] [sig       ] ICFI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:40.799190] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ICFI.txt
[2025-12-11T20:25:40.799339] [INFO ] [sig       ] [1653/3605] Completed ICFI in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:40.799388] [INFO ] [sig       ] [1654/3605] Forecasting ICL...
[2025-12-11T20:25:40.799425] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-11T20:25:40.799463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-11T20:25:40.810649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-11T20:25:40.810982] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-11T20:25:40.811799] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-11T20:25:40.811852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:40.811896] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:40.811925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:40.811984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:40.871509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:40.872274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:40.872355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:40.872388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:41.004753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:41.004910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:41.004952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:41.004984] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:41.008554] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-12-11T20:25:41.008853] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-11T20:25:41.008980] [INFO ] [sig       ] ICL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:41.151349] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ICL.txt
[2025-12-11T20:25:41.151497] [INFO ] [sig       ] [1654/3605] Completed ICL in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:41.151538] [INFO ] [sig       ] [1655/3605] Forecasting ICLN...
[2025-12-11T20:25:41.151567] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-11T20:25:41.151620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-11T20:25:41.163377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-11T20:25:41.163777] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-11T20:25:41.164603] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-11T20:25:41.164667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:41.164708] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:41.164736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:41.164793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:41.224284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:41.225167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:41.225250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:41.225283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:41.355328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:41.355483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:41.355525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:41.355552] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:41.359015] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-11T20:25:41.359309] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-11T20:25:41.359436] [INFO ] [sig       ] ICLN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:41.504740] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ICLN.txt
[2025-12-11T20:25:41.504883] [INFO ] [sig       ] [1655/3605] Completed ICLN in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:41.504922] [INFO ] [sig       ] [1656/3605] Forecasting ICMB...
[2025-12-11T20:25:41.504952] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-11T20:25:41.504982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-11T20:25:41.517098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-11T20:25:41.517478] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-11T20:25:41.518343] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-11T20:25:41.518396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:41.518429] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:41.518456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:41.518512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:41.581230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:41.582210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:41.582291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:41.582325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:41.696166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:41.696334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:41.696383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:41.696416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:41.700177] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-11T20:25:41.700468] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-11T20:25:41.700616] [INFO ] [sig       ] ICMB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:41.850120] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ICMB.txt
[2025-12-11T20:25:41.850277] [INFO ] [sig       ] [1656/3605] Completed ICMB in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:41.850318] [INFO ] [sig       ] [1657/3605] Forecasting ICOP...
[2025-12-11T20:25:41.850353] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-11T20:25:41.850388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-11T20:25:41.863144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-11T20:25:41.863563] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-11T20:25:41.864377] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-11T20:25:41.864439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:41.864483] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:41.864521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:41.864615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:41.926220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:41.927081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:41.927164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:41.927197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:42.045006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:42.045158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:42.045199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:42.045228] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:42.048923] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-12-11T20:25:42.049198] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-11T20:25:42.049323] [INFO ] [sig       ] ICOP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:42.193163] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ICOP.txt
[2025-12-11T20:25:42.193295] [INFO ] [sig       ] [1657/3605] Completed ICOP in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:42.193362] [INFO ] [sig       ] [1658/3605] Forecasting ICUI...
[2025-12-11T20:25:42.193393] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-11T20:25:42.193422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-11T20:25:42.205634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-11T20:25:42.205963] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-11T20:25:42.206794] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-11T20:25:42.206846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:42.206879] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:42.206907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:42.206964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:42.267136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:42.271438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:42.271545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:42.271596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:42.397816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:42.398012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:42.398055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:42.398085] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:42.401620] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-12-11T20:25:42.401923] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-11T20:25:42.402087] [INFO ] [sig       ] ICUI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:42.556482] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ICUI.txt
[2025-12-11T20:25:42.556640] [INFO ] [sig       ] [1658/3605] Completed ICUI in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:42.556681] [INFO ] [sig       ] [1659/3605] Forecasting IDA...
[2025-12-11T20:25:42.556709] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-11T20:25:42.556738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-11T20:25:42.569467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-11T20:25:42.569890] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-11T20:25:42.570737] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-11T20:25:42.570790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:42.570823] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:42.570851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:42.570907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:42.629320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:42.630134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:42.630244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:42.630278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:42.753557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:42.753728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:42.753770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:42.753799] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:42.757438] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=75.59%)
[2025-12-11T20:25:42.757735] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-11T20:25:42.757910] [INFO ] [sig       ] IDA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:42.907711] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IDA.txt
[2025-12-11T20:25:42.907883] [INFO ] [sig       ] [1659/3605] Completed IDA in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-11T20:25:42.907925] [INFO ] [sig       ] [1660/3605] Forecasting IDAI...
[2025-12-11T20:25:42.907955] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-11T20:25:42.907985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-11T20:25:42.920528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-11T20:25:42.920974] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-11T20:25:42.921789] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-11T20:25:42.921840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:42.921870] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:42.921896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:42.921959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:42.978128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:42.978975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:42.979059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:42.979092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:43.101180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:43.101337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:43.101377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:43.101404] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:43.104822] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=50.40%)
[2025-12-11T20:25:43.105093] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-11T20:25:43.105218] [INFO ] [sig       ] IDAI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:43.244190] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IDAI.txt
[2025-12-11T20:25:43.244326] [INFO ] [sig       ] [1660/3605] Completed IDAI in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-11T20:25:43.244365] [INFO ] [sig       ] [1661/3605] Forecasting IDCC...
[2025-12-11T20:25:43.244393] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-11T20:25:43.244424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-11T20:25:43.256167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-11T20:25:43.256514] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-11T20:25:43.257323] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-11T20:25:43.257376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:43.257409] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:43.257435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:43.257490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:43.315106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:43.315907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:43.315992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:43.316025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:43.443456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:43.443664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:43.443724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:43.443759] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:43.447450] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=23.62%)
[2025-12-11T20:25:43.447756] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-11T20:25:43.447922] [INFO ] [sig       ] IDCC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:43.600245] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IDCC.txt
[2025-12-11T20:25:43.600382] [INFO ] [sig       ] [1661/3605] Completed IDCC in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-11T20:25:43.600424] [INFO ] [sig       ] [1662/3605] Forecasting IDE...
[2025-12-11T20:25:43.600456] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-11T20:25:43.600487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-11T20:25:43.612564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-11T20:25:43.612960] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-11T20:25:43.613787] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-11T20:25:43.613851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:43.613897] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:43.613927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:43.613983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:43.675737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:43.676568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:43.676669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:43.676701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:43.797389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:43.797545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:43.797603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:43.797635] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:43.801478] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-11T20:25:43.801827] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-11T20:25:43.801969] [INFO ] [sig       ] IDE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:43.951845] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IDE.txt
[2025-12-11T20:25:43.952031] [INFO ] [sig       ] [1662/3605] Completed IDE in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-11T20:25:43.952073] [INFO ] [sig       ] [1663/3605] Forecasting IDN...
[2025-12-11T20:25:43.952103] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-11T20:25:43.952135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-11T20:25:43.963420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-11T20:25:43.963779] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-11T20:25:43.964593] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-11T20:25:43.964648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:43.964683] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:43.964717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:43.964776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:44.026079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:44.027003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:44.027113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:44.027156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:44.152560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:44.152753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:44.152806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:44.152837] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:44.156371] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-11T20:25:44.156674] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-11T20:25:44.156799] [INFO ] [sig       ] IDN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:44.305837] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IDN.txt
[2025-12-11T20:25:44.305992] [INFO ] [sig       ] [1663/3605] Completed IDN in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-11T20:25:44.306032] [INFO ] [sig       ] [1664/3605] Forecasting IDXX...
[2025-12-11T20:25:44.306059] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-11T20:25:44.306088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-11T20:25:44.318167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-11T20:25:44.318531] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-11T20:25:44.319336] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-11T20:25:44.319388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:44.319419] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:44.319449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:44.319505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:44.376626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:44.377454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:44.377538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:44.377570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:44.495899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:44.496035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:44.496074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:44.496101] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:44.499374] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-11T20:25:44.499652] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-11T20:25:44.499768] [INFO ] [sig       ] IDXX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:44.635854] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IDXX.txt
[2025-12-11T20:25:44.635961] [INFO ] [sig       ] [1664/3605] Completed IDXX in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-11T20:25:44.635997] [INFO ] [sig       ] [1665/3605] Forecasting IDYA...
[2025-12-11T20:25:44.636025] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-11T20:25:44.636053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-11T20:25:44.647470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-11T20:25:44.647772] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-11T20:25:44.648594] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-11T20:25:44.648658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:44.648700] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:44.648728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:44.648785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:44.704546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:44.705481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:44.705565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:44.705620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:44.823002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:44.823155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:44.823195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:44.823224] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:44.826476] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-11T20:25:44.826753] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-11T20:25:44.826869] [INFO ] [sig       ] IDYA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:44.966787] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IDYA.txt
[2025-12-11T20:25:44.966940] [INFO ] [sig       ] [1665/3605] Completed IDYA in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:44.966979] [INFO ] [sig       ] [1666/3605] Forecasting IEF...
[2025-12-11T20:25:44.967008] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-11T20:25:44.967037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-11T20:25:44.978669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-11T20:25:44.979261] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-11T20:25:44.980300] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-11T20:25:44.980352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:44.980415] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:44.980444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:44.980512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:45.043096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:45.043925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:45.044013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:45.044045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:45.184844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:45.185010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:45.185057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:45.185085] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:45.188618] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2025-12-11T20:25:45.188941] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-11T20:25:45.189067] [INFO ] [sig       ] IEF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:45.330760] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IEF.txt
[2025-12-11T20:25:45.330912] [INFO ] [sig       ] [1666/3605] Completed IEF in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:45.330951] [INFO ] [sig       ] [1667/3605] Forecasting IEI...
[2025-12-11T20:25:45.330978] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-11T20:25:45.331006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-11T20:25:45.342850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-11T20:25:45.343249] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-11T20:25:45.344092] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-11T20:25:45.344145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:45.344176] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:45.344203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:45.344258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:45.403099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:45.403990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:45.404085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:45.404120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:45.524990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:45.525138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:45.525184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:45.525217] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:45.528549] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-11T20:25:45.528837] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-11T20:25:45.528960] [INFO ] [sig       ] IEI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:45.669728] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IEI.txt
[2025-12-11T20:25:45.669867] [INFO ] [sig       ] [1667/3605] Completed IEI in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:45.669905] [INFO ] [sig       ] [1668/3605] Forecasting IEP...
[2025-12-11T20:25:45.669932] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-11T20:25:45.669961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-11T20:25:45.680988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-11T20:25:45.681246] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-11T20:25:45.682015] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-11T20:25:45.682064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:45.682095] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:45.682121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:45.682175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:45.739916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:45.740515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:45.740609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:45.740642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:45.862032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:45.862187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:45.862226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:45.862253] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:45.865587] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-11T20:25:45.865854] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-11T20:25:45.865975] [INFO ] [sig       ] IEP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:46.003080] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IEP.txt
[2025-12-11T20:25:46.003203] [INFO ] [sig       ] [1668/3605] Completed IEP in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:46.003240] [INFO ] [sig       ] [1669/3605] Forecasting IESC...
[2025-12-11T20:25:46.003274] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-11T20:25:46.003305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-11T20:25:46.014271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-11T20:25:46.014533] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-11T20:25:46.015289] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-11T20:25:46.015338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:46.015368] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:46.015394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:46.015448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:46.071786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:46.072401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:46.072477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:46.072510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:46.197596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:46.197955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:46.197995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:46.198062] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:46.202002] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-12-11T20:25:46.202269] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-11T20:25:46.202391] [INFO ] [sig       ] IESC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:46.350973] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IESC.txt
[2025-12-11T20:25:46.351100] [INFO ] [sig       ] [1669/3605] Completed IESC in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:46.351140] [INFO ] [sig       ] [1670/3605] Forecasting IEX...
[2025-12-11T20:25:46.351170] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-11T20:25:46.351200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-11T20:25:46.363287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-11T20:25:46.363566] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-11T20:25:46.364359] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-11T20:25:46.364410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:46.364443] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:46.364471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:46.364528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:46.424627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:46.425611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:46.425880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:46.425913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:46.549739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:46.549893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:46.549940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:46.549969] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:46.553440] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=78.53%)
[2025-12-11T20:25:46.553742] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-11T20:25:46.553865] [INFO ] [sig       ] IEX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:46.694027] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IEX.txt
[2025-12-11T20:25:46.694142] [INFO ] [sig       ] [1670/3605] Completed IEX in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:46.694180] [INFO ] [sig       ] [1671/3605] Forecasting IFF...
[2025-12-11T20:25:46.694207] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-11T20:25:46.694322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-11T20:25:46.705457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-11T20:25:46.705757] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-11T20:25:46.706504] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-11T20:25:46.706554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:46.706602] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:46.706630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:46.706685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:46.767209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:46.768056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:46.768134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:46.768166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:46.895923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:46.896081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:46.896119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:46.896147] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:46.900035] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-12-11T20:25:46.900302] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-11T20:25:46.900420] [INFO ] [sig       ] IFF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:47.043458] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IFF.txt
[2025-12-11T20:25:47.043599] [INFO ] [sig       ] [1671/3605] Completed IFF in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:47.043639] [INFO ] [sig       ] [1672/3605] Forecasting IFN...
[2025-12-11T20:25:47.043669] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-11T20:25:47.043701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-11T20:25:47.055972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-11T20:25:47.056237] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-11T20:25:47.057003] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-11T20:25:47.057052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:47.057083] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:47.057110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:47.057164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:47.114281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:47.114960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:47.115040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:47.115073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:47.238212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:47.238383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:47.238427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:47.238472] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:47.242307] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-11T20:25:47.242565] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-11T20:25:47.242700] [INFO ] [sig       ] IFN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:47.385515] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IFN.txt
[2025-12-11T20:25:47.385687] [INFO ] [sig       ] [1672/3605] Completed IFN in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:47.385729] [INFO ] [sig       ] [1673/3605] Forecasting IFS...
[2025-12-11T20:25:47.385939] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-11T20:25:47.385969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-11T20:25:47.398499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-11T20:25:47.398808] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-11T20:25:47.399564] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-11T20:25:47.399634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:47.399666] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:47.399694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:47.399750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:47.462936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:47.463876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:47.463968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:47.464000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:47.585544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:47.585712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:47.585752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:47.585781] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:47.589347] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-11T20:25:47.589650] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-11T20:25:47.589775] [INFO ] [sig       ] IFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:47.730241] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IFS.txt
[2025-12-11T20:25:47.730369] [INFO ] [sig       ] [1673/3605] Completed IFS in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:47.730407] [INFO ] [sig       ] [1674/3605] Forecasting IGA...
[2025-12-11T20:25:47.730435] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-11T20:25:47.730464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-11T20:25:47.741719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-11T20:25:47.742013] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-11T20:25:47.742764] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-11T20:25:47.742815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:47.742845] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:47.742871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:47.742926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:47.801987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:47.802651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:47.802921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:47.802954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:47.927108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:47.927284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:47.927330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:47.927358] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:47.930713] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=50.05%)
[2025-12-11T20:25:47.930987] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-11T20:25:47.931100] [INFO ] [sig       ] IGA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:48.067697] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IGA.txt
[2025-12-11T20:25:48.067846] [INFO ] [sig       ] [1674/3605] Completed IGA in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:48.067889] [INFO ] [sig       ] [1675/3605] Forecasting IGD...
[2025-12-11T20:25:48.067918] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-11T20:25:48.067947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-11T20:25:48.079261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-11T20:25:48.079527] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-11T20:25:48.080313] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-11T20:25:48.080363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:48.080395] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:48.080422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:48.080477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:48.138097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:48.138770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:48.138848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:48.138878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:48.256626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:48.256776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:48.256817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:48.256845] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:48.260143] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=51.26%)
[2025-12-11T20:25:48.260406] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-11T20:25:48.260527] [INFO ] [sig       ] IGD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:48.397986] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IGD.txt
[2025-12-11T20:25:48.398114] [INFO ] [sig       ] [1675/3605] Completed IGD in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:48.398152] [INFO ] [sig       ] [1676/3605] Forecasting IGF...
[2025-12-11T20:25:48.398180] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-11T20:25:48.398208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-11T20:25:48.409247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-11T20:25:48.409540] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-11T20:25:48.410357] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-11T20:25:48.410410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:48.410442] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:48.410471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:48.410529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:48.469860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:48.470704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:48.470785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:48.470849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:48.590855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:48.590997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:48.591035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:48.591062] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:48.594320] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-11T20:25:48.594594] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-11T20:25:48.594710] [INFO ] [sig       ] IGF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:48.741234] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IGF.txt
[2025-12-11T20:25:48.741384] [INFO ] [sig       ] [1676/3605] Completed IGF in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-11T20:25:48.741421] [INFO ] [sig       ] [1677/3605] Forecasting IGI...
[2025-12-11T20:25:48.741449] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-11T20:25:48.741480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-11T20:25:48.753371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-11T20:25:48.753767] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-11T20:25:48.754552] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-11T20:25:48.754627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:48.754663] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:48.754691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:48.754748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:48.814606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:48.815415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:48.815493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:48.815526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:48.917002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:48.917146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:48.917187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:48.917215] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:48.920505] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-11T20:25:48.920788] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-11T20:25:48.920906] [INFO ] [sig       ] IGI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:49.064629] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IGI.txt
[2025-12-11T20:25:49.064774] [INFO ] [sig       ] [1677/3605] Completed IGI in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-11T20:25:49.064811] [INFO ] [sig       ] [1678/3605] Forecasting IGIB...
[2025-12-11T20:25:49.064840] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-11T20:25:49.064869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-11T20:25:49.076518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-11T20:25:49.076798] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-11T20:25:49.077538] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-11T20:25:49.077617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:49.077650] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:49.077675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:49.077729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:49.134226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:49.134929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:49.135003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:49.135035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:49.256148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:49.256298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:49.256336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:49.256363] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:49.259651] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=32.99%)
[2025-12-11T20:25:49.259908] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-11T20:25:49.260022] [INFO ] [sig       ] IGIB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:49.404988] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IGIB.txt
[2025-12-11T20:25:49.405132] [INFO ] [sig       ] [1678/3605] Completed IGIB in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-11T20:25:49.405170] [INFO ] [sig       ] [1679/3605] Forecasting IGIC...
[2025-12-11T20:25:49.405199] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-11T20:25:49.405228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-11T20:25:49.416235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-11T20:25:49.416467] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-11T20:25:49.417224] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-11T20:25:49.417274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:49.417304] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:49.417331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:49.417385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:49.474745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:49.475319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:49.475395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:49.475427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:49.590978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:49.591137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:49.591178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:49.591205] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:49.594604] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-11T20:25:49.594898] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-11T20:25:49.595021] [INFO ] [sig       ] IGIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:49.731856] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IGIC.txt
[2025-12-11T20:25:49.731992] [INFO ] [sig       ] [1679/3605] Completed IGIC in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-11T20:25:49.732030] [INFO ] [sig       ] [1680/3605] Forecasting IGSB...
[2025-12-11T20:25:49.732058] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-11T20:25:49.732086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-11T20:25:49.743084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-11T20:25:49.743328] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-11T20:25:49.744078] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-11T20:25:49.744128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:49.744160] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:49.744187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:49.744242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:49.800238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:49.800833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:49.800906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:49.800937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:49.919666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:49.919799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:49.919836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:49.919863] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:49.923056] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: DOWN (p=45.03%)
[2025-12-11T20:25:49.923311] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-11T20:25:49.923426] [INFO ] [sig       ] IGSB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:50.062045] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IGSB.txt
[2025-12-11T20:25:50.062195] [INFO ] [sig       ] [1680/3605] Completed IGSB in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-11T20:25:50.062233] [INFO ] [sig       ] [1681/3605] Forecasting IHD...
[2025-12-11T20:25:50.062261] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-11T20:25:50.062291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-11T20:25:50.074115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-11T20:25:50.074448] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-11T20:25:50.075272] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-11T20:25:50.075323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:50.075355] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:50.075381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:50.075436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:50.132314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:50.132969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:50.133052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:50.133084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:50.249957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:50.250119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:50.250160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:50.250187] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:50.253601] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-11T20:25:50.253872] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-11T20:25:50.253993] [INFO ] [sig       ] IHD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:50.389418] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IHD.txt
[2025-12-11T20:25:50.389547] [INFO ] [sig       ] [1681/3605] Completed IHD in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-11T20:25:50.389613] [INFO ] [sig       ] [1682/3605] Forecasting IHG...
[2025-12-11T20:25:50.389644] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-11T20:25:50.389672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-11T20:25:50.401072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-11T20:25:50.401355] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-11T20:25:50.402127] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-11T20:25:50.402177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:50.402208] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:50.402233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:50.402286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:50.458095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:50.458757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:50.458836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:50.458867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:50.575718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:50.575861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:50.575898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:50.575926] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:50.579302] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-11T20:25:50.579568] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-11T20:25:50.579709] [INFO ] [sig       ] IHG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:50.715754] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IHG.txt
[2025-12-11T20:25:50.715872] [INFO ] [sig       ] [1682/3605] Completed IHG in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-11T20:25:50.715910] [INFO ] [sig       ] [1683/3605] Forecasting IHS...
[2025-12-11T20:25:50.715938] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-11T20:25:50.715965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-11T20:25:50.727347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-11T20:25:50.727648] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-11T20:25:50.728447] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-11T20:25:50.728498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:50.728556] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:50.728606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:50.728674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:50.784273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:50.784884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:50.784959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:50.784990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:50.903463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:50.903634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:50.903675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:50.903702] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:50.906953] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2025-12-11T20:25:50.907210] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-11T20:25:50.907341] [INFO ] [sig       ] IHS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:51.043453] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IHS.txt
[2025-12-11T20:25:51.043589] [INFO ] [sig       ] [1683/3605] Completed IHS in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:51.043628] [INFO ] [sig       ] [1684/3605] Forecasting IIF...
[2025-12-11T20:25:51.043656] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-11T20:25:51.043685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-11T20:25:51.054697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-11T20:25:51.055006] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-11T20:25:51.055765] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-11T20:25:51.055817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:51.055848] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:51.055874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:51.055929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:51.112868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:51.113516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:51.113611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:51.113645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:51.228446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:51.228613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:51.228655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:51.228682] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:51.231918] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=43.70%)
[2025-12-11T20:25:51.232171] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-11T20:25:51.232287] [INFO ] [sig       ] IIF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:51.373357] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IIF.txt
[2025-12-11T20:25:51.373500] [INFO ] [sig       ] [1684/3605] Completed IIF in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:51.373538] [INFO ] [sig       ] [1685/3605] Forecasting III...
[2025-12-11T20:25:51.373566] [INFO ] [sig       ] Generating forecast for: III
[2025-12-11T20:25:51.373614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-11T20:25:51.385132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-11T20:25:51.385423] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-11T20:25:51.386227] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-11T20:25:51.386278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:51.386312] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:51.386339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:51.386395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:51.444992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:51.445863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:51.445969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:51.446011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:51.562467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:51.562636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:51.562694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:51.562724] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:51.566039] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=65.85%)
[2025-12-11T20:25:51.566302] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-11T20:25:51.566421] [INFO ] [sig       ] III: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:51.707185] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/III.txt
[2025-12-11T20:25:51.707325] [INFO ] [sig       ] [1685/3605] Completed III in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:51.707364] [INFO ] [sig       ] [1686/3605] Forecasting IIIN...
[2025-12-11T20:25:51.707400] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-11T20:25:51.707440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-11T20:25:51.719907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-11T20:25:51.720272] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-11T20:25:51.721100] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-11T20:25:51.721160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:51.721203] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:51.721239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:51.721314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:51.787795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:51.788763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:51.788867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:51.788912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:51.916789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:51.916937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:51.916976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:51.917038] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:51.920495] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-11T20:25:51.920784] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-11T20:25:51.920908] [INFO ] [sig       ] IIIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:52.060701] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IIIN.txt
[2025-12-11T20:25:52.060823] [INFO ] [sig       ] [1686/3605] Completed IIIN in 0.4s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:52.060861] [INFO ] [sig       ] [1687/3605] Forecasting IIM...
[2025-12-11T20:25:52.060889] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-11T20:25:52.060919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-11T20:25:52.071891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-11T20:25:52.072161] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-11T20:25:52.072923] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-11T20:25:52.072973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:52.073012] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:52.073038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:52.073093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:52.129462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:52.130107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:52.130195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:52.130227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:52.247524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:52.247682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:52.247721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:52.247749] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:52.251022] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-12-11T20:25:52.251281] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-11T20:25:52.251399] [INFO ] [sig       ] IIM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:52.392998] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IIM.txt
[2025-12-11T20:25:52.393139] [INFO ] [sig       ] [1687/3605] Completed IIM in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:52.393177] [INFO ] [sig       ] [1688/3605] Forecasting ILMN...
[2025-12-11T20:25:52.393205] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-11T20:25:52.393236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-11T20:25:52.404944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-11T20:25:52.405223] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-11T20:25:52.406120] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-11T20:25:52.406172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:52.406204] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:52.406229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:52.406285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:52.464852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:52.465461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:52.465541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:52.465589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:52.588736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:52.588893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:52.588933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:52.588962] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:52.592241] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-11T20:25:52.592501] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-11T20:25:52.592640] [INFO ] [sig       ] ILMN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:52.733987] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ILMN.txt
[2025-12-11T20:25:52.734135] [INFO ] [sig       ] [1688/3605] Completed ILMN in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:52.734177] [INFO ] [sig       ] [1689/3605] Forecasting IMAX...
[2025-12-11T20:25:52.734208] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-11T20:25:52.734240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-11T20:25:52.745915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-11T20:25:52.746215] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-11T20:25:52.747011] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-11T20:25:52.747064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:52.747109] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:52.747137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:52.747193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:52.806120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:52.806990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:52.807072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:52.807107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:52.927973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:52.928127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:52.928167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:52.928194] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:52.931477] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-11T20:25:52.931756] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-11T20:25:52.931877] [INFO ] [sig       ] IMAX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:53.085277] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IMAX.txt
[2025-12-11T20:25:53.085404] [INFO ] [sig       ] [1689/3605] Completed IMAX in 0.4s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:53.085442] [INFO ] [sig       ] [1690/3605] Forecasting IMKTA...
[2025-12-11T20:25:53.085470] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-11T20:25:53.085499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-11T20:25:53.096369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-11T20:25:53.096665] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-11T20:25:53.097416] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-11T20:25:53.097466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:53.097497] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:53.097523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:53.097594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:53.153599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:53.154326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:53.154403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:53.154434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:53.268858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:53.269002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:53.269043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:53.269070] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:53.272334] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-12-11T20:25:53.272616] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-11T20:25:53.272740] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:53.411210] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IMKTA.txt
[2025-12-11T20:25:53.411356] [INFO ] [sig       ] [1690/3605] Completed IMKTA in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:53.411395] [INFO ] [sig       ] [1691/3605] Forecasting IMMP...
[2025-12-11T20:25:53.411422] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-11T20:25:53.411451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-11T20:25:53.422563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-11T20:25:53.422902] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-11T20:25:53.423659] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-11T20:25:53.423709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:53.423739] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:53.423765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:53.423820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:53.480806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:53.481691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:53.481771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:53.481804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:53.599228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:53.599359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:53.599396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:53.599423] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:53.602742] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-11T20:25:53.603009] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-11T20:25:53.603123] [INFO ] [sig       ] IMMP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:53.744817] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IMMP.txt
[2025-12-11T20:25:53.744937] [INFO ] [sig       ] [1691/3605] Completed IMMP in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:53.744975] [INFO ] [sig       ] [1692/3605] Forecasting IMMX...
[2025-12-11T20:25:53.745003] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-11T20:25:53.745032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-11T20:25:53.756117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-11T20:25:53.756400] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-11T20:25:53.757211] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-11T20:25:53.757262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:53.757295] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:53.757321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:53.757377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:53.815837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:53.816474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:53.816551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:53.816602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:53.935161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:53.935300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:53.935339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:53.935366] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:53.938670] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2025-12-11T20:25:53.938950] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-11T20:25:53.939065] [INFO ] [sig       ] IMMX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:54.076660] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IMMX.txt
[2025-12-11T20:25:54.076778] [INFO ] [sig       ] [1692/3605] Completed IMMX in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:54.076816] [INFO ] [sig       ] [1693/3605] Forecasting IMNM...
[2025-12-11T20:25:54.076851] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-11T20:25:54.076880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-11T20:25:54.087944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-11T20:25:54.088244] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-11T20:25:54.089067] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-11T20:25:54.089119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:54.089151] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:54.089179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:54.089234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:54.146702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:54.147399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:54.147508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:54.147540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:54.271851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:54.272002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:54.272042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:54.272070] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:54.275423] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-11T20:25:54.275710] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-11T20:25:54.275830] [INFO ] [sig       ] IMNM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:54.416062] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IMNM.txt
[2025-12-11T20:25:54.416213] [INFO ] [sig       ] [1693/3605] Completed IMNM in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:54.416253] [INFO ] [sig       ] [1694/3605] Forecasting IMNN...
[2025-12-11T20:25:54.416283] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-11T20:25:54.416313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-11T20:25:54.427662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-11T20:25:54.428034] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-11T20:25:54.428831] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-11T20:25:54.428883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:54.428914] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:54.428940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:54.428996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:54.486756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:54.487563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:54.487662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:54.487696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:54.605802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:54.605944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:54.605984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:54.606013] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:54.609842] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-11T20:25:54.610113] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-11T20:25:54.610237] [INFO ] [sig       ] IMNN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:54.746725] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IMNN.txt
[2025-12-11T20:25:54.746847] [INFO ] [sig       ] [1694/3605] Completed IMNN in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-11T20:25:54.746886] [INFO ] [sig       ] [1695/3605] Forecasting IMOS...
[2025-12-11T20:25:54.746914] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-11T20:25:54.746942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-11T20:25:54.758389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-11T20:25:54.758731] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-11T20:25:54.759494] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-11T20:25:54.759545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:54.759598] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:54.759628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:54.759689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:54.816859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:54.817803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:54.817905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:54.818120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:54.944346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:54.944466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:54.944504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:54.944531] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:54.947870] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=55.36%)
[2025-12-11T20:25:54.948157] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-11T20:25:54.948280] [INFO ] [sig       ] IMOS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:55.086386] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IMOS.txt
[2025-12-11T20:25:55.086514] [INFO ] [sig       ] [1695/3605] Completed IMOS in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-11T20:25:55.086552] [INFO ] [sig       ] [1696/3605] Forecasting IMPP...
[2025-12-11T20:25:55.086598] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-11T20:25:55.086630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-11T20:25:55.097108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-11T20:25:55.097371] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-11T20:25:55.098162] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-11T20:25:55.098212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:55.098243] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:55.098268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:55.098328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:55.155141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:55.155856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:55.155933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:55.155964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:55.272210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:55.272360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:55.272399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:55.272444] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:55.275702] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-12-11T20:25:55.275965] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-11T20:25:55.276081] [INFO ] [sig       ] IMPP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:55.421365] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IMPP.txt
[2025-12-11T20:25:55.421543] [INFO ] [sig       ] [1696/3605] Completed IMPP in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-11T20:25:55.421605] [INFO ] [sig       ] [1697/3605] Forecasting IMRX...
[2025-12-11T20:25:55.421638] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-11T20:25:55.421671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-11T20:25:55.432741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-11T20:25:55.433015] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-11T20:25:55.433788] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-11T20:25:55.433838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:55.433869] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:55.433895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:55.433949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:55.491621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:55.492300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:55.492376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:55.492408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:55.611990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:55.612142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:55.612187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:55.612217] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:55.615877] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=26.33%)
[2025-12-11T20:25:55.616178] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-11T20:25:55.616302] [INFO ] [sig       ] IMRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:55.765233] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IMRX.txt
[2025-12-11T20:25:55.765364] [INFO ] [sig       ] [1697/3605] Completed IMRX in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-11T20:25:55.765405] [INFO ] [sig       ] [1698/3605] Forecasting IMTX...
[2025-12-11T20:25:55.765433] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-11T20:25:55.765462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-11T20:25:55.776671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-11T20:25:55.776962] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-11T20:25:55.777718] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-11T20:25:55.777770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:55.777803] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:55.777861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:55.777927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:55.835825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:55.836494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:55.836605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:55.836641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:55.957051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:55.957193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:55.957231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:55.957258] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:55.960534] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-11T20:25:55.960811] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-11T20:25:55.960927] [INFO ] [sig       ] IMTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:56.097651] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IMTX.txt
[2025-12-11T20:25:56.097781] [INFO ] [sig       ] [1698/3605] Completed IMTX in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-11T20:25:56.097831] [INFO ] [sig       ] [1699/3605] Forecasting IMXI...
[2025-12-11T20:25:56.097863] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-11T20:25:56.097892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-11T20:25:56.109042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-11T20:25:56.109386] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-11T20:25:56.110169] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-11T20:25:56.110221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:56.110253] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:56.110279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:56.110333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:56.166606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:56.167459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:56.167540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:56.167606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:56.289115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:56.289264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:56.289309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:56.289349] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:56.292698] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-11T20:25:56.292966] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-11T20:25:56.293088] [INFO ] [sig       ] IMXI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:56.439256] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IMXI.txt
[2025-12-11T20:25:56.439409] [INFO ] [sig       ] [1699/3605] Completed IMXI in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-11T20:25:56.439449] [INFO ] [sig       ] [1700/3605] Forecasting INAB...
[2025-12-11T20:25:56.439482] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-11T20:25:56.439512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-11T20:25:56.450690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-11T20:25:56.451043] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-11T20:25:56.451837] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-11T20:25:56.451889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:56.451947] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:56.451987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:56.452047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:56.511768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:56.513070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:56.513155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:56.513188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:56.630976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:56.631130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:56.631185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:56.631218] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:56.634612] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-11T20:25:56.634912] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-11T20:25:56.635041] [INFO ] [sig       ] INAB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:56.774172] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INAB.txt
[2025-12-11T20:25:56.774320] [INFO ] [sig       ] [1700/3605] Completed INAB in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:56.774359] [INFO ] [sig       ] [1701/3605] Forecasting INBK...
[2025-12-11T20:25:56.774387] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-11T20:25:56.774416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-11T20:25:56.785848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-11T20:25:56.786225] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-11T20:25:56.787051] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-11T20:25:56.787105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:56.787136] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:56.787162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:56.787217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:56.852877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:56.853885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:56.853990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:56.854025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:56.984895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:56.985053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:56.985094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:56.985123] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:56.988557] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=45.77%)
[2025-12-11T20:25:56.988863] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-11T20:25:56.988986] [INFO ] [sig       ] INBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:57.181592] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INBK.txt
[2025-12-11T20:25:57.181746] [INFO ] [sig       ] [1701/3605] Completed INBK in 0.4s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:57.181787] [INFO ] [sig       ] [1702/3605] Forecasting INBX...
[2025-12-11T20:25:57.181824] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-11T20:25:57.181855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-11T20:25:57.195979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-11T20:25:57.196428] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-11T20:25:57.197503] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-11T20:25:57.197567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:57.197630] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:57.197668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:57.197750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:57.269278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:57.270383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:57.270487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:57.270531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:57.409535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:57.409709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:57.409759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:57.409793] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:57.413232] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-11T20:25:57.413529] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-11T20:25:57.413682] [INFO ] [sig       ] INBX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:57.556140] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INBX.txt
[2025-12-11T20:25:57.556274] [INFO ] [sig       ] [1702/3605] Completed INBX in 0.4s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:57.556312] [INFO ] [sig       ] [1703/3605] Forecasting INCY...
[2025-12-11T20:25:57.556341] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-11T20:25:57.556371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-11T20:25:57.567533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-11T20:25:57.568071] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-11T20:25:57.568869] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-11T20:25:57.568921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:57.568952] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:57.568978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:57.569033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:57.631926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:57.632935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:57.633030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:57.633064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:57.761161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:57.761314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:57.761353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:57.761420] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:57.764834] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-11T20:25:57.765140] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-11T20:25:57.765272] [INFO ] [sig       ] INCY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:57.902640] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INCY.txt
[2025-12-11T20:25:57.902791] [INFO ] [sig       ] [1703/3605] Completed INCY in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:57.902829] [INFO ] [sig       ] [1704/3605] Forecasting INDB...
[2025-12-11T20:25:57.902864] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-11T20:25:57.902895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-11T20:25:57.914061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-11T20:25:57.914431] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-11T20:25:57.915246] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-11T20:25:57.915299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:57.915331] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:57.915359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:57.915415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:57.972978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:57.973916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:57.974005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:57.974038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:58.089995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:58.090145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:58.090185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:58.090213] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:58.093543] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=58.26%)
[2025-12-11T20:25:58.093834] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-11T20:25:58.093960] [INFO ] [sig       ] INDB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:58.236339] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INDB.txt
[2025-12-11T20:25:58.236500] [INFO ] [sig       ] [1704/3605] Completed INDB in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:58.236539] [INFO ] [sig       ] [1705/3605] Forecasting INDI...
[2025-12-11T20:25:58.236567] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-11T20:25:58.236616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-11T20:25:58.248718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-11T20:25:58.249154] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-11T20:25:58.250067] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-11T20:25:58.250122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:58.250350] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:58.250377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:58.250433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:58.309849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:58.310762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:58.310851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:58.310884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:58.435014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:58.435173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:58.435216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:58.435245] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:58.438914] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-11T20:25:58.439227] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-11T20:25:58.439360] [INFO ] [sig       ] INDI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:58.581138] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INDI.txt
[2025-12-11T20:25:58.581284] [INFO ] [sig       ] [1705/3605] Completed INDI in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:58.581323] [INFO ] [sig       ] [1706/3605] Forecasting INDP...
[2025-12-11T20:25:58.581354] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-11T20:25:58.581383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-11T20:25:58.594039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-11T20:25:58.594439] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-11T20:25:58.595273] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-11T20:25:58.595327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:58.595360] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:58.595387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:58.595443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:58.652210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:58.653076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:58.653155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:58.653187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:58.756311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:58.756463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:58.756502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:58.756529] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:58.759915] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=48.74%)
[2025-12-11T20:25:58.760209] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-11T20:25:58.760332] [INFO ] [sig       ] INDP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:58.898094] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INDP.txt
[2025-12-11T20:25:58.898245] [INFO ] [sig       ] [1706/3605] Completed INDP in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:58.898283] [INFO ] [sig       ] [1707/3605] Forecasting INDY...
[2025-12-11T20:25:58.898312] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-11T20:25:58.898341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-11T20:25:58.910027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-11T20:25:58.910376] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-11T20:25:58.911191] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-11T20:25:58.911243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:58.911276] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:58.911303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:58.911359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:58.967866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:58.968731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:58.968813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:58.968847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:59.095563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:59.095729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:59.095769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:59.095820] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:59.099164] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-12-11T20:25:59.099428] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-11T20:25:59.099547] [INFO ] [sig       ] INDY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:59.241710] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INDY.txt
[2025-12-11T20:25:59.241860] [INFO ] [sig       ] [1707/3605] Completed INDY in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:59.241900] [INFO ] [sig       ] [1708/3605] Forecasting INFY...
[2025-12-11T20:25:59.241928] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-11T20:25:59.241957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-11T20:25:59.254535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-11T20:25:59.254841] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-11T20:25:59.255665] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-11T20:25:59.255717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:59.255748] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:59.255774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:59.255829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:59.314327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:59.315236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:59.315319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:59.315352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:59.434249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:59.434398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:59.434438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:59.434465] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:59.437722] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-12-11T20:25:59.438016] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-11T20:25:59.438138] [INFO ] [sig       ] INFY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:25:59.583719] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INFY.txt
[2025-12-11T20:25:59.583869] [INFO ] [sig       ] [1708/3605] Completed INFY in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:59.583909] [INFO ] [sig       ] [1709/3605] Forecasting ING...
[2025-12-11T20:25:59.583939] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-11T20:25:59.583969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-11T20:25:59.597465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-11T20:25:59.597956] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-11T20:25:59.598804] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-11T20:25:59.598858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:59.598892] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:59.598919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:59.598976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:59.655697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:59.656641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:59.656729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:59.656783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:25:59.779398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:25:59.779552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:25:59.779613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:25:59.779644] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:25:59.783063] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-12-11T20:25:59.783338] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-11T20:25:59.783461] [INFO ] [sig       ] ING: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:25:59.920363] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ING.txt
[2025-12-11T20:25:59.920493] [INFO ] [sig       ] [1709/3605] Completed ING in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:25:59.920531] [INFO ] [sig       ] [1710/3605] Forecasting INGN...
[2025-12-11T20:25:59.920560] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-11T20:25:59.920606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-11T20:25:59.931226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-11T20:25:59.931484] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-11T20:25:59.932273] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-11T20:25:59.932324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:25:59.932355] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:25:59.932381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:25:59.932437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:25:59.989098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:25:59.989806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:25:59.989912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:25:59.989944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:00.108904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:00.109051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:00.109091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:00.109123] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:00.112842] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-12-11T20:26:00.113110] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-11T20:26:00.113230] [INFO ] [sig       ] INGN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:00.253188] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INGN.txt
[2025-12-11T20:26:00.253317] [INFO ] [sig       ] [1710/3605] Completed INGN in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:26:00.253355] [INFO ] [sig       ] [1711/3605] Forecasting INM...
[2025-12-11T20:26:00.253384] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-11T20:26:00.253413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-11T20:26:00.265294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-11T20:26:00.265655] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-11T20:26:00.266407] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-11T20:26:00.266457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:00.266488] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:00.266513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:00.266595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:00.322989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:00.323692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:00.323770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:00.323809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:00.442123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:00.442280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:00.442319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:00.442346] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:00.445712] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-11T20:26:00.446011] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-11T20:26:00.446128] [INFO ] [sig       ] INM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:00.586207] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INM.txt
[2025-12-11T20:26:00.586364] [INFO ] [sig       ] [1711/3605] Completed INM in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:26:00.586403] [INFO ] [sig       ] [1712/3605] Forecasting INMB...
[2025-12-11T20:26:00.586433] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-11T20:26:00.586462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-11T20:26:00.598210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-11T20:26:00.598544] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-11T20:26:00.599349] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-11T20:26:00.599400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:00.599430] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:00.599455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:00.599510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:00.656336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:00.657213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:00.657294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:00.657326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:00.779400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:00.779547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:00.779609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:00.779639] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:00.783001] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2025-12-11T20:26:00.783264] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-11T20:26:00.783381] [INFO ] [sig       ] INMB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:00.921431] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INMB.txt
[2025-12-11T20:26:00.921556] [INFO ] [sig       ] [1712/3605] Completed INMB in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-11T20:26:00.921619] [INFO ] [sig       ] [1713/3605] Forecasting INMD...
[2025-12-11T20:26:00.921652] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-11T20:26:00.921682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-11T20:26:00.933198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-11T20:26:00.933468] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-11T20:26:00.934302] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-11T20:26:00.934353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:00.934384] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:00.934410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:00.934464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:00.990528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:00.991158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:00.991234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:00.991265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:01.109632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:01.109775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:01.109813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:01.109841] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:01.113063] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-11T20:26:01.113323] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-11T20:26:01.113440] [INFO ] [sig       ] INMD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:01.276302] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INMD.txt
[2025-12-11T20:26:01.276595] [INFO ] [sig       ] [1713/3605] Completed INMD in 0.4s | 2.93 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-11T20:26:01.276658] [INFO ] [sig       ] [1714/3605] Forecasting INN...
[2025-12-11T20:26:01.276702] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-11T20:26:01.276748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-11T20:26:01.288944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-11T20:26:01.289295] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-11T20:26:01.290102] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-11T20:26:01.290154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:01.290186] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:01.290212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:01.290269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:01.347316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:01.348169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:01.348250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:01.348283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:01.469322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:01.469477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:01.469517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:01.469545] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:01.472946] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-11T20:26:01.473224] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-11T20:26:01.473345] [INFO ] [sig       ] INN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:01.615189] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INN.txt
[2025-12-11T20:26:01.615345] [INFO ] [sig       ] [1714/3605] Completed INN in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-11T20:26:01.615383] [INFO ] [sig       ] [1715/3605] Forecasting INO...
[2025-12-11T20:26:01.615411] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-11T20:26:01.615440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-11T20:26:01.628022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-11T20:26:01.628409] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-11T20:26:01.629186] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-11T20:26:01.629237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:01.629269] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:01.629295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:01.629349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:01.685543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:01.686406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:01.686491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:01.686523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:01.810624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:01.810785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:01.810823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:01.810850] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:01.814491] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=37.23%)
[2025-12-11T20:26:01.814816] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-11T20:26:01.814951] [INFO ] [sig       ] INO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:01.963958] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INO.txt
[2025-12-11T20:26:01.964108] [INFO ] [sig       ] [1715/3605] Completed INO in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-11T20:26:01.964147] [INFO ] [sig       ] [1716/3605] Forecasting INOD...
[2025-12-11T20:26:01.964176] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-11T20:26:01.964204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-11T20:26:01.975316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-11T20:26:01.975614] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-11T20:26:01.976346] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-11T20:26:01.976397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:01.976429] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:01.976456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:01.976511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:02.034698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:02.035336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:02.035414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:02.035446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:02.160835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:02.161029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:02.161070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:02.161098] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:02.164361] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=30.57%)
[2025-12-11T20:26:02.164639] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-11T20:26:02.164760] [INFO ] [sig       ] INOD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:02.307403] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INOD.txt
[2025-12-11T20:26:02.307591] [INFO ] [sig       ] [1716/3605] Completed INOD in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-11T20:26:02.307633] [INFO ] [sig       ] [1717/3605] Forecasting INSE...
[2025-12-11T20:26:02.307662] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-11T20:26:02.307690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-11T20:26:02.319447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-11T20:26:02.319883] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-11T20:26:02.320844] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-11T20:26:02.320903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:02.320975] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:02.321014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:02.321089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:02.382184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:02.383061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:02.383143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:02.383178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:02.503227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:02.503380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:02.503421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:02.503448] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:02.506751] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-11T20:26:02.507021] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-11T20:26:02.507141] [INFO ] [sig       ] INSE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:02.644853] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INSE.txt
[2025-12-11T20:26:02.644992] [INFO ] [sig       ] [1717/3605] Completed INSE in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-11T20:26:02.645030] [INFO ] [sig       ] [1718/3605] Forecasting INSG...
[2025-12-11T20:26:02.645060] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-11T20:26:02.645089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-11T20:26:02.657154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-11T20:26:02.657470] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-11T20:26:02.658265] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-11T20:26:02.658315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:02.658345] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:02.658371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:02.658425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:02.715971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:02.716667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:02.716746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:02.716779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:02.839594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:02.839742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:02.839781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:02.839808] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:02.843137] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-11T20:26:02.843402] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-11T20:26:02.843516] [INFO ] [sig       ] INSG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:02.981124] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INSG.txt
[2025-12-11T20:26:02.981250] [INFO ] [sig       ] [1718/3605] Completed INSG in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:02.981288] [INFO ] [sig       ] [1719/3605] Forecasting INSM...
[2025-12-11T20:26:02.981316] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-11T20:26:02.981344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-11T20:26:02.993825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-11T20:26:02.994109] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-11T20:26:02.994875] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-11T20:26:02.994926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:02.994957] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:02.994984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:02.995039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:03.052212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:03.053045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:03.053141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:03.053176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:03.166794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:03.166946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:03.166986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:03.167016] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:03.170366] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=86.94%)
[2025-12-11T20:26:03.170670] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-11T20:26:03.170798] [INFO ] [sig       ] INSM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:03.308348] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INSM.txt
[2025-12-11T20:26:03.308477] [INFO ] [sig       ] [1719/3605] Completed INSM in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:03.308515] [INFO ] [sig       ] [1720/3605] Forecasting INSP...
[2025-12-11T20:26:03.308546] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-11T20:26:03.308597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-11T20:26:03.320395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-11T20:26:03.320686] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-11T20:26:03.321416] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-11T20:26:03.321466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:03.321497] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:03.321524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:03.321602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:03.379910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:03.380623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:03.380704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:03.380738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:03.499130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:03.499291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:03.499330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:03.499385] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:03.502691] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=48.14%)
[2025-12-11T20:26:03.502954] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-11T20:26:03.503072] [INFO ] [sig       ] INSP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:03.639253] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INSP.txt
[2025-12-11T20:26:03.639431] [INFO ] [sig       ] [1720/3605] Completed INSP in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:03.639484] [INFO ] [sig       ] [1721/3605] Forecasting INTA...
[2025-12-11T20:26:03.639523] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-11T20:26:03.639564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-11T20:26:03.651186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-11T20:26:03.651475] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-11T20:26:03.652232] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-11T20:26:03.652282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:03.652312] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:03.652339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:03.652394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:03.707906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:03.708523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:03.708615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:03.708648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:03.830023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:03.830168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:03.830207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:03.830234] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:03.833494] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=32.74%)
[2025-12-11T20:26:03.833778] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-11T20:26:03.833896] [INFO ] [sig       ] INTA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:03.970729] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INTA.txt
[2025-12-11T20:26:03.970848] [INFO ] [sig       ] [1721/3605] Completed INTA in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:03.970885] [INFO ] [sig       ] [1722/3605] Forecasting INTC...
[2025-12-11T20:26:03.970913] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-11T20:26:03.970940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-11T20:26:03.982046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-11T20:26:03.982323] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-11T20:26:03.983094] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-11T20:26:03.983144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:03.983175] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:03.983201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:03.983256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:04.039713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:04.040361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:04.040436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:04.040468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:04.157530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:04.157688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:04.157728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:04.157756] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:04.161030] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=50.02%)
[2025-12-11T20:26:04.161287] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-11T20:26:04.161402] [INFO ] [sig       ] INTC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:04.304204] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INTC.txt
[2025-12-11T20:26:04.304347] [INFO ] [sig       ] [1722/3605] Completed INTC in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:04.304385] [INFO ] [sig       ] [1723/3605] Forecasting INTZ...
[2025-12-11T20:26:04.304414] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-11T20:26:04.304444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-11T20:26:04.315976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-11T20:26:04.316244] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-11T20:26:04.317002] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-11T20:26:04.317052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:04.317083] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:04.317109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:04.317164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:04.373350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:04.374090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:04.374168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:04.374199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:04.499147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:04.499289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:04.499330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:04.499358] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:04.502777] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: DOWN (p=34.97%)
[2025-12-11T20:26:04.503035] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-11T20:26:04.503151] [INFO ] [sig       ] INTZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:04.646831] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INTZ.txt
[2025-12-11T20:26:04.646949] [INFO ] [sig       ] [1723/3605] Completed INTZ in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:04.646985] [INFO ] [sig       ] [1724/3605] Forecasting INVA...
[2025-12-11T20:26:04.647014] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-11T20:26:04.647042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-11T20:26:04.658394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-11T20:26:04.658736] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-11T20:26:04.659531] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-11T20:26:04.659612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:04.659649] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:04.659678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:04.659737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:04.718448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:04.719143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:04.719221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:04.719256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:04.835792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:04.835939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:04.835978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:04.836005] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:04.839340] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-12-11T20:26:04.839620] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-11T20:26:04.839738] [INFO ] [sig       ] INVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:04.988282] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INVA.txt
[2025-12-11T20:26:04.988408] [INFO ] [sig       ] [1724/3605] Completed INVA in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:04.988445] [INFO ] [sig       ] [1725/3605] Forecasting INVE...
[2025-12-11T20:26:04.988473] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-11T20:26:04.988501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-11T20:26:05.000222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-11T20:26:05.000627] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-11T20:26:05.001419] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-11T20:26:05.001471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:05.001503] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:05.001528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:05.001605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:05.058054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:05.058971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:05.059057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:05.059088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:05.172721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:05.172889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:05.172933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:05.172965] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:05.176296] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=55.83%)
[2025-12-11T20:26:05.176570] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-11T20:26:05.176713] [INFO ] [sig       ] INVE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:05.318643] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INVE.txt
[2025-12-11T20:26:05.318793] [INFO ] [sig       ] [1725/3605] Completed INVE in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:05.318831] [INFO ] [sig       ] [1726/3605] Forecasting INVH...
[2025-12-11T20:26:05.318861] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-11T20:26:05.318889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-11T20:26:05.332830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-11T20:26:05.333168] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-11T20:26:05.333943] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-11T20:26:05.333993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:05.334024] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:05.334050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:05.334105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:05.390593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:05.391242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:05.391329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:05.391373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:05.508276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:05.508406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:05.508442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:05.508470] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:05.511662] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-12-11T20:26:05.511923] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-11T20:26:05.512044] [INFO ] [sig       ] INVH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:05.652770] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/INVH.txt
[2025-12-11T20:26:05.652897] [INFO ] [sig       ] [1726/3605] Completed INVH in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:05.652935] [INFO ] [sig       ] [1727/3605] Forecasting INVZ...
[2025-12-11T20:26:05.652968] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-11T20:26:05.652997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-11T20:26:05.664888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-11T20:26:05.665177] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-11T20:26:05.665938] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-11T20:26:05.665990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:05.666021] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:05.666048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:05.666103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:05.723109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:05.723769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:05.723872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:05.723904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:05.839254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:05.839389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:05.839426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:05.839453] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:05.842704] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-12-11T20:26:05.842967] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-11T20:26:05.843082] [INFO ] [sig       ] INVZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:05.981076] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/INVZ.txt
[2025-12-11T20:26:05.981201] [INFO ] [sig       ] [1727/3605] Completed INVZ in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:05.981244] [INFO ] [sig       ] [1728/3605] Forecasting IONS...
[2025-12-11T20:26:05.981274] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-11T20:26:05.981302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-11T20:26:05.992830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-11T20:26:05.993123] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-11T20:26:05.993881] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-11T20:26:05.993932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:05.993962] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:05.993988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:05.994043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:06.050523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:06.051164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:06.051241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:06.051275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:06.176713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:06.176885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:06.176931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:06.176964] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:06.180356] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-12-11T20:26:06.180634] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-11T20:26:06.180752] [INFO ] [sig       ] IONS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:06.319826] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IONS.txt
[2025-12-11T20:26:06.319957] [INFO ] [sig       ] [1728/3605] Completed IONS in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:06.319994] [INFO ] [sig       ] [1729/3605] Forecasting IOSP...
[2025-12-11T20:26:06.320023] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-11T20:26:06.320051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-11T20:26:06.331546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-11T20:26:06.331836] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-11T20:26:06.332566] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-11T20:26:06.332637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:06.332668] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:06.332694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:06.332750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:06.389262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:06.390054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:06.390132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:06.390163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:06.515328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:06.515487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:06.515527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:06.515557] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:06.519091] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: DOWN (p=47.51%)
[2025-12-11T20:26:06.519419] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-11T20:26:06.519551] [INFO ] [sig       ] IOSP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:06.656518] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IOSP.txt
[2025-12-11T20:26:06.656666] [INFO ] [sig       ] [1729/3605] Completed IOSP in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-11T20:26:06.656705] [INFO ] [sig       ] [1730/3605] Forecasting IOVA...
[2025-12-11T20:26:06.656734] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-11T20:26:06.656765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-11T20:26:06.668029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-11T20:26:06.668332] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-11T20:26:06.669115] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-11T20:26:06.669170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:06.669202] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:06.669229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:06.669287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:06.724717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:06.725467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:06.725547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:06.725598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:06.846374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:06.846544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:06.846605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:06.846637] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:06.850012] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-11T20:26:06.850275] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-11T20:26:06.850394] [INFO ] [sig       ] IOVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:06.988131] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IOVA.txt
[2025-12-11T20:26:06.988272] [INFO ] [sig       ] [1730/3605] Completed IOVA in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-11T20:26:06.988311] [INFO ] [sig       ] [1731/3605] Forecasting IPGP...
[2025-12-11T20:26:06.988340] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-11T20:26:06.988369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-11T20:26:06.999796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-11T20:26:07.000109] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-11T20:26:07.000873] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-11T20:26:07.000924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:07.000955] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:07.000982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:07.001037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:07.058802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:07.059640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:07.059723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:07.059776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:07.179275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:07.179440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:07.179481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:07.179509] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:07.182777] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-12-11T20:26:07.183035] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-11T20:26:07.183150] [INFO ] [sig       ] IPGP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:07.322310] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IPGP.txt
[2025-12-11T20:26:07.322449] [INFO ] [sig       ] [1731/3605] Completed IPGP in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-11T20:26:07.322488] [INFO ] [sig       ] [1732/3605] Forecasting IPI...
[2025-12-11T20:26:07.322516] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-11T20:26:07.322546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-11T20:26:07.338516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-11T20:26:07.339039] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-11T20:26:07.340190] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-11T20:26:07.340263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:07.340318] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:07.340367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:07.340461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:07.413794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:07.414902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:07.415018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:07.415072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:07.534564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:07.534730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:07.534770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:07.534797] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:07.538080] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-11T20:26:07.538343] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-11T20:26:07.538460] [INFO ] [sig       ] IPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:07.676750] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IPI.txt
[2025-12-11T20:26:07.676899] [INFO ] [sig       ] [1732/3605] Completed IPI in 0.4s | 2.93 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-11T20:26:07.676938] [INFO ] [sig       ] [1733/3605] Forecasting IQ...
[2025-12-11T20:26:07.676967] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-11T20:26:07.677000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-11T20:26:07.688751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-11T20:26:07.689089] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-11T20:26:07.689864] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-11T20:26:07.689915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:07.689947] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:07.689973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:07.690028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:07.746051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:07.746895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:07.746976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:07.747011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:07.862914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:07.863072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:07.863110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:07.863139] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:07.866434] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=61.91%)
[2025-12-11T20:26:07.866720] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-11T20:26:07.866840] [INFO ] [sig       ] IQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:08.005139] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IQ.txt
[2025-12-11T20:26:08.005273] [INFO ] [sig       ] [1733/3605] Completed IQ in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-11T20:26:08.005312] [INFO ] [sig       ] [1734/3605] Forecasting IQI...
[2025-12-11T20:26:08.005341] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-11T20:26:08.005370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-11T20:26:08.016491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-11T20:26:08.016765] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-11T20:26:08.017496] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-11T20:26:08.017569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:08.017620] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:08.017646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:08.017701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:08.073994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:08.074856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:08.074935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:08.074967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:08.190960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:08.191121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:08.191162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:08.191189] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:08.194475] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-11T20:26:08.194753] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-11T20:26:08.194872] [INFO ] [sig       ] IQI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:08.333985] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IQI.txt
[2025-12-11T20:26:08.334128] [INFO ] [sig       ] [1734/3605] Completed IQI in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-11T20:26:08.334169] [INFO ] [sig       ] [1735/3605] Forecasting IQQQ...
[2025-12-11T20:26:08.334197] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-11T20:26:08.334225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-11T20:26:08.345251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-11T20:26:08.345505] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-11T20:26:08.346271] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-11T20:26:08.346321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:08.346362] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:08.346389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:08.346445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:08.406469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:08.407203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:08.407287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:08.407320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:08.526325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:08.526478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:08.526517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:08.526546] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:08.529948] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-11T20:26:08.530218] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-11T20:26:08.530338] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:08.669042] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IQQQ.txt
[2025-12-11T20:26:08.669191] [INFO ] [sig       ] [1735/3605] Completed IQQQ in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:08.669231] [INFO ] [sig       ] [1736/3605] Forecasting IRDM...
[2025-12-11T20:26:08.669259] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-11T20:26:08.669308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-11T20:26:08.680592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-11T20:26:08.680911] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-11T20:26:08.681677] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-11T20:26:08.681728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:08.681758] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:08.681784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:08.681839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:08.737763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:08.738474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:08.738551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:08.738600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:08.854682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:08.854791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:08.854826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:08.854852] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:08.857960] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-11T20:26:08.858222] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-11T20:26:08.858338] [INFO ] [sig       ] IRDM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:08.995309] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IRDM.txt
[2025-12-11T20:26:08.995431] [INFO ] [sig       ] [1736/3605] Completed IRDM in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:08.995468] [INFO ] [sig       ] [1737/3605] Forecasting IREN...
[2025-12-11T20:26:08.995498] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-11T20:26:08.995527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-11T20:26:09.006974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-11T20:26:09.007265] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-11T20:26:09.008054] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-11T20:26:09.008104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:09.008134] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:09.008159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:09.008213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:09.063337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:09.063985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:09.064077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:09.064107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:09.184594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:09.184700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:09.184764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:09.184792] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:09.187957] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=72.91%)
[2025-12-11T20:26:09.188221] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-11T20:26:09.188338] [INFO ] [sig       ] IREN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:09.326349] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IREN.txt
[2025-12-11T20:26:09.326460] [INFO ] [sig       ] [1737/3605] Completed IREN in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:09.326498] [INFO ] [sig       ] [1738/3605] Forecasting IRM...
[2025-12-11T20:26:09.326527] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-11T20:26:09.326556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-11T20:26:09.337917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-11T20:26:09.338173] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-11T20:26:09.339141] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-11T20:26:09.339380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:09.339411] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:09.339436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:09.339490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:09.395419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:09.396021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:09.396097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:09.396129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:09.515358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:09.515461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:09.515497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:09.515523] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:09.518612] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-11T20:26:09.518868] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-11T20:26:09.518980] [INFO ] [sig       ] IRM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:09.657003] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IRM.txt
[2025-12-11T20:26:09.657117] [INFO ] [sig       ] [1738/3605] Completed IRM in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:09.657153] [INFO ] [sig       ] [1739/3605] Forecasting IRMD...
[2025-12-11T20:26:09.657188] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-11T20:26:09.657218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-11T20:26:09.668499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-11T20:26:09.668796] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-11T20:26:09.669619] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-11T20:26:09.669672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:09.669704] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:09.669732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:09.669789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:09.726148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:09.726756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:09.726831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:09.726861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:09.842620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:09.842732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:09.842768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:09.842795] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:09.845891] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-12-11T20:26:09.846152] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-11T20:26:09.846265] [INFO ] [sig       ] IRMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:09.981718] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IRMD.txt
[2025-12-11T20:26:09.981827] [INFO ] [sig       ] [1739/3605] Completed IRMD in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:09.981862] [INFO ] [sig       ] [1740/3605] Forecasting IRON...
[2025-12-11T20:26:09.981892] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-11T20:26:09.981920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-11T20:26:09.993161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-11T20:26:09.993436] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-11T20:26:09.994215] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-11T20:26:09.994266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:09.994297] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:09.994323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:09.994380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:10.051121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:10.051775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:10.051852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:10.051884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:10.174348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:10.174470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:10.174513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:10.174541] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:10.177999] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=32.56%)
[2025-12-11T20:26:10.178265] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-11T20:26:10.178381] [INFO ] [sig       ] IRON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:10.314634] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IRON.txt
[2025-12-11T20:26:10.314760] [INFO ] [sig       ] [1740/3605] Completed IRON in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:10.314797] [INFO ] [sig       ] [1741/3605] Forecasting IRTC...
[2025-12-11T20:26:10.314849] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-11T20:26:10.314880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-11T20:26:10.326286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-11T20:26:10.326586] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-11T20:26:10.327368] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-11T20:26:10.327419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:10.327452] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:10.327479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:10.327536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:10.384537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:10.385145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:10.385219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:10.385250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:10.506330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:10.506464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:10.506503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:10.506531] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:10.509757] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-12-11T20:26:10.510019] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-11T20:26:10.510157] [INFO ] [sig       ] IRTC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:10.646889] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IRTC.txt
[2025-12-11T20:26:10.646997] [INFO ] [sig       ] [1741/3605] Completed IRTC in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:10.647035] [INFO ] [sig       ] [1742/3605] Forecasting IRWD...
[2025-12-11T20:26:10.647067] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-11T20:26:10.647095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-11T20:26:10.658175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-11T20:26:10.658439] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-11T20:26:10.659195] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-11T20:26:10.659245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:10.659276] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:10.659302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:10.659357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:10.715425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:10.716018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:10.716093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:10.716123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:10.835959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:10.836070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:10.836107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:10.836174] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:10.839305] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-12-11T20:26:10.839559] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-11T20:26:10.839693] [INFO ] [sig       ] IRWD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:10.976883] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IRWD.txt
[2025-12-11T20:26:10.976987] [INFO ] [sig       ] [1742/3605] Completed IRWD in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:10.977023] [INFO ] [sig       ] [1743/3605] Forecasting ISD...
[2025-12-11T20:26:10.977054] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-11T20:26:10.977085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-11T20:26:10.988137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-11T20:26:10.988395] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-11T20:26:10.989153] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-11T20:26:10.989203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:10.989233] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:10.989259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:10.989314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:11.045152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:11.045769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:11.045844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:11.045875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:11.160409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:11.160519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:11.160554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:11.160599] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:11.163713] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-11T20:26:11.163968] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-11T20:26:11.164084] [INFO ] [sig       ] ISD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:11.301198] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ISD.txt
[2025-12-11T20:26:11.301305] [INFO ] [sig       ] [1743/3605] Completed ISD in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:11.301342] [INFO ] [sig       ] [1744/3605] Forecasting ISRG...
[2025-12-11T20:26:11.301370] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-11T20:26:11.301398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-11T20:26:11.312202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-11T20:26:11.312463] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-11T20:26:11.313214] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-11T20:26:11.313267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:11.313298] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:11.313323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:11.313405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:11.369121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:11.369740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:11.369824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:11.369855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:11.485410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:11.485507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:11.485540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:11.485588] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:11.488669] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-11T20:26:11.488923] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-11T20:26:11.489038] [INFO ] [sig       ] ISRG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:11.624684] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ISRG.txt
[2025-12-11T20:26:11.624789] [INFO ] [sig       ] [1744/3605] Completed ISRG in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:11.624824] [INFO ] [sig       ] [1745/3605] Forecasting ISSC...
[2025-12-11T20:26:11.624852] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-11T20:26:11.624880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-11T20:26:11.635808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-11T20:26:11.636056] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-11T20:26:11.636816] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-11T20:26:11.636865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:11.636896] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:11.636922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:11.636977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:11.693170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:11.693772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:11.693846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:11.693876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:11.811531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:11.811646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:11.811682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:11.811709] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:11.814800] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-12-11T20:26:11.815054] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-11T20:26:11.815166] [INFO ] [sig       ] ISSC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:11.953662] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ISSC.txt
[2025-12-11T20:26:11.953767] [INFO ] [sig       ] [1745/3605] Completed ISSC in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:11.953803] [INFO ] [sig       ] [1746/3605] Forecasting ISTB...
[2025-12-11T20:26:11.953832] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-11T20:26:11.953859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-11T20:26:11.964769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-11T20:26:11.965022] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-11T20:26:11.965775] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-11T20:26:11.965827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:11.965859] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:11.965895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:11.965951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:12.021221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:12.021830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:12.021904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:12.021936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:12.138718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:12.138841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:12.138878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:12.138905] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:12.142134] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-11T20:26:12.142396] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-11T20:26:12.142519] [INFO ] [sig       ] ISTB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:12.278730] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ISTB.txt
[2025-12-11T20:26:12.278836] [INFO ] [sig       ] [1746/3605] Completed ISTB in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:12.278872] [INFO ] [sig       ] [1747/3605] Forecasting ITIC...
[2025-12-11T20:26:12.278900] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-11T20:26:12.278928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-11T20:26:12.289907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-11T20:26:12.290205] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-11T20:26:12.291090] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-11T20:26:12.291140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:12.291171] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:12.291197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:12.291251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:12.347189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:12.347799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:12.347889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:12.347921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:12.449964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:12.450067] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:26:12.450102] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:12.450129] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:12.453226] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-11T20:26:12.453508] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-11T20:26:12.453646] [INFO ] [sig       ] ITIC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:12.590234] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ITIC.txt
[2025-12-11T20:26:12.590342] [INFO ] [sig       ] [1747/3605] Completed ITIC in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:12.590378] [INFO ] [sig       ] [1748/3605] Forecasting ITRI...
[2025-12-11T20:26:12.590406] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-11T20:26:12.590435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-11T20:26:12.601409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-11T20:26:12.601710] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-11T20:26:12.602439] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-11T20:26:12.602488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:12.602520] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:12.602546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:12.602617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:12.658849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:12.659416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:12.659490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:12.659522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:12.777926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:12.778044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:12.778080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:12.778107] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:12.781227] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-12-11T20:26:12.781482] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-11T20:26:12.781615] [INFO ] [sig       ] ITRI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:12.918638] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ITRI.txt
[2025-12-11T20:26:12.918755] [INFO ] [sig       ] [1748/3605] Completed ITRI in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-11T20:26:12.918792] [INFO ] [sig       ] [1749/3605] Forecasting ITRN...
[2025-12-11T20:26:12.918820] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-11T20:26:12.918849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-11T20:26:12.929496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-11T20:26:12.929768] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-11T20:26:12.930502] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-11T20:26:12.930551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:12.930600] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:12.930627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:12.930682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:12.988285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:12.988892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:12.988968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:12.988999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:13.106315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:13.106433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:13.106470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:13.106497] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:13.109760] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-11T20:26:13.110023] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-11T20:26:13.110146] [INFO ] [sig       ] ITRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:13.252547] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ITRN.txt
[2025-12-11T20:26:13.252675] [INFO ] [sig       ] [1749/3605] Completed ITRN in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-11T20:26:13.252713] [INFO ] [sig       ] [1750/3605] Forecasting ITUB...
[2025-12-11T20:26:13.252746] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-11T20:26:13.252775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-11T20:26:13.263795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-11T20:26:13.264064] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-11T20:26:13.264824] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-11T20:26:13.264873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:13.264904] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:13.264930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:13.264984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:13.321530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:13.322157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:13.322234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:13.322267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:13.443030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:13.443190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:13.443229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:13.443255] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:13.446525] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-11T20:26:13.446809] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-11T20:26:13.446936] [INFO ] [sig       ] ITUB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:13.590291] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ITUB.txt
[2025-12-11T20:26:13.590436] [INFO ] [sig       ] [1750/3605] Completed ITUB in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-11T20:26:13.590476] [INFO ] [sig       ] [1751/3605] Forecasting IUS...
[2025-12-11T20:26:13.590505] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-11T20:26:13.590535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-11T20:26:13.601636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-11T20:26:13.601984] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-11T20:26:13.602765] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-11T20:26:13.602815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:13.602846] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:13.602872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:13.602928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:13.660522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:13.661485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:13.661588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:13.661623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:13.782163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:13.782315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:13.782357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:13.782387] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:13.785765] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-11T20:26:13.786034] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-11T20:26:13.786157] [INFO ] [sig       ] IUS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:13.923924] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IUS.txt
[2025-12-11T20:26:13.924053] [INFO ] [sig       ] [1751/3605] Completed IUS in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-11T20:26:13.924090] [INFO ] [sig       ] [1752/3605] Forecasting IUSB...
[2025-12-11T20:26:13.924119] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-11T20:26:13.924148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-11T20:26:13.935752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-11T20:26:13.936044] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-11T20:26:13.936803] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-11T20:26:13.936853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:13.936885] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:13.936911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:13.936965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:13.994804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:13.995600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:13.995680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:13.995713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:14.113066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:14.113212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:14.113252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:14.113279] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:14.116741] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-12-11T20:26:14.117006] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-11T20:26:14.117125] [INFO ] [sig       ] IUSB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:14.256662] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IUSB.txt
[2025-12-11T20:26:14.256819] [INFO ] [sig       ] [1752/3605] Completed IUSB in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:14.256859] [INFO ] [sig       ] [1753/3605] Forecasting IUSG...
[2025-12-11T20:26:14.256888] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-11T20:26:14.256916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-11T20:26:14.270117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-11T20:26:14.270437] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-11T20:26:14.271233] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-11T20:26:14.271284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:14.271316] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:14.271342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:14.271397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:14.330563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:14.331481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:14.331564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:14.331616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:14.455095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:14.455248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:14.455288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:14.455332] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:14.458854] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-11T20:26:14.459124] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-11T20:26:14.459265] [INFO ] [sig       ] IUSG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:14.598427] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IUSG.txt
[2025-12-11T20:26:14.598589] [INFO ] [sig       ] [1753/3605] Completed IUSG in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:14.598630] [INFO ] [sig       ] [1754/3605] Forecasting IVAL...
[2025-12-11T20:26:14.598659] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-11T20:26:14.598687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-11T20:26:14.610927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-11T20:26:14.611319] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-11T20:26:14.612195] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-11T20:26:14.612249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:14.612281] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:14.612326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:14.612384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:14.675269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:14.676149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:14.676234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:14.676267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:14.795919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:14.796074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:14.796117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:14.796146] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:14.799721] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-12-11T20:26:14.799996] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-11T20:26:14.800134] [INFO ] [sig       ] IVAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:14.948786] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IVAL.txt
[2025-12-11T20:26:14.948920] [INFO ] [sig       ] [1754/3605] Completed IVAL in 0.4s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:14.948958] [INFO ] [sig       ] [1755/3605] Forecasting IVZ...
[2025-12-11T20:26:14.948988] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-11T20:26:14.949017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-11T20:26:14.960664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-11T20:26:14.960955] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-11T20:26:14.961752] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-11T20:26:14.961803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:14.961836] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:14.961862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:14.961918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:15.018806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:15.019721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:15.019804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:15.019852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:15.147816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:15.148003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:15.148055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:15.148086] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:15.151677] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-11T20:26:15.151952] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-11T20:26:15.152077] [INFO ] [sig       ] IVZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:15.290154] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IVZ.txt
[2025-12-11T20:26:15.290301] [INFO ] [sig       ] [1755/3605] Completed IVZ in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:15.290339] [INFO ] [sig       ] [1756/3605] Forecasting IX...
[2025-12-11T20:26:15.290369] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-11T20:26:15.290398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-11T20:26:15.301642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-11T20:26:15.301944] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-11T20:26:15.302724] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-11T20:26:15.302775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:15.302806] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:15.302832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:15.302886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:15.359100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:15.359965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:15.360045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:15.360077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:15.481627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:15.481813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:15.481877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:15.481917] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:15.485419] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-11T20:26:15.485726] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-11T20:26:15.485856] [INFO ] [sig       ] IX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:15.629786] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IX.txt
[2025-12-11T20:26:15.629956] [INFO ] [sig       ] [1756/3605] Completed IX in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:15.629998] [INFO ] [sig       ] [1757/3605] Forecasting IXUS...
[2025-12-11T20:26:15.630027] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-11T20:26:15.630057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-11T20:26:15.641720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-11T20:26:15.642074] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-11T20:26:15.642848] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-11T20:26:15.642898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:15.642929] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:15.642955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:15.643021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:15.702388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:15.703197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:15.703277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:15.703310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:15.829242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:15.829400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:15.829443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:15.829470] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:15.832851] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=26.46%)
[2025-12-11T20:26:15.833114] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-11T20:26:15.833234] [INFO ] [sig       ] IXUS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:15.972757] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/IXUS.txt
[2025-12-11T20:26:15.972889] [INFO ] [sig       ] [1757/3605] Completed IXUS in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:15.972962] [INFO ] [sig       ] [1758/3605] Forecasting IZEA...
[2025-12-11T20:26:15.972995] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-11T20:26:15.973025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-11T20:26:15.984167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-11T20:26:15.984507] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-11T20:26:15.985283] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-11T20:26:15.985340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:15.985379] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:15.985411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:15.985467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:16.044369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:16.045069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:16.045148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:16.045182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:16.159483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:16.159650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:16.159692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:16.159720] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:16.163018] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-11T20:26:16.163289] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-11T20:26:16.163409] [INFO ] [sig       ] IZEA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:16.305292] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/IZEA.txt
[2025-12-11T20:26:16.305428] [INFO ] [sig       ] [1758/3605] Completed IZEA in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:16.305465] [INFO ] [sig       ] [1759/3605] Forecasting J...
[2025-12-11T20:26:16.305492] [INFO ] [sig       ] Generating forecast for: J
[2025-12-11T20:26:16.305521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-11T20:26:16.316696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-11T20:26:16.316958] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-11T20:26:16.317723] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-11T20:26:16.317784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:16.317815] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:16.317864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:16.317922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:16.374047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:16.374641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:16.374716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:16.374747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:16.491656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:16.491801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:16.491839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:16.491866] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:16.495130] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-11T20:26:16.495392] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-11T20:26:16.495509] [INFO ] [sig       ] J: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:16.635794] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/J.txt
[2025-12-11T20:26:16.635918] [INFO ] [sig       ] [1759/3605] Completed J in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:16.635955] [INFO ] [sig       ] [1760/3605] Forecasting JACK...
[2025-12-11T20:26:16.635984] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-11T20:26:16.636013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-11T20:26:16.647224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-11T20:26:16.647489] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-11T20:26:16.648274] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-11T20:26:16.648324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:16.648355] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:16.648382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:16.648436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:16.704702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:16.705387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:16.705464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:16.705496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:16.822158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:16.822307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:16.822347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:16.822374] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:16.825624] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-11T20:26:16.825881] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-11T20:26:16.826001] [INFO ] [sig       ] JACK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:16.963116] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JACK.txt
[2025-12-11T20:26:16.963247] [INFO ] [sig       ] [1760/3605] Completed JACK in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:16.963283] [INFO ] [sig       ] [1761/3605] Forecasting JAGX...
[2025-12-11T20:26:16.963312] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-11T20:26:16.963340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-11T20:26:16.974441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-11T20:26:16.974745] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-11T20:26:16.975485] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-11T20:26:16.975534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:16.975564] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:16.975637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:16.975693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:17.031304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:17.032033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:17.032109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:17.032141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:17.144706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:17.144858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:17.144897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:17.144924] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:17.148230] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-12-11T20:26:17.148493] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-11T20:26:17.148633] [INFO ] [sig       ] JAGX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:17.294165] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JAGX.txt
[2025-12-11T20:26:17.294318] [INFO ] [sig       ] [1761/3605] Completed JAGX in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:17.294357] [INFO ] [sig       ] [1762/3605] Forecasting JAKK...
[2025-12-11T20:26:17.294388] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-11T20:26:17.294418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-11T20:26:17.306720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-11T20:26:17.307041] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-11T20:26:17.307948] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-11T20:26:17.308001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:17.308032] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:17.308057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:17.308112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:17.367909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:17.368646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:17.368725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:17.368758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:17.499628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:17.499777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:17.499818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:17.499847] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:17.503183] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2025-12-11T20:26:17.503451] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-11T20:26:17.503570] [INFO ] [sig       ] JAKK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:17.648834] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JAKK.txt
[2025-12-11T20:26:17.648976] [INFO ] [sig       ] [1762/3605] Completed JAKK in 0.4s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:17.649014] [INFO ] [sig       ] [1763/3605] Forecasting JAMF...
[2025-12-11T20:26:17.649043] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-11T20:26:17.649071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-11T20:26:17.660182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-11T20:26:17.660461] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-11T20:26:17.661221] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-11T20:26:17.661271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:17.661302] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:17.661328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:17.661383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:17.716855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:17.717619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:17.717698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:17.717729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:17.831656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:17.831809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:17.831849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:17.831875] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:17.835164] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-11T20:26:17.835431] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-11T20:26:17.835550] [INFO ] [sig       ] JAMF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:17.974374] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JAMF.txt
[2025-12-11T20:26:17.974517] [INFO ] [sig       ] [1763/3605] Completed JAMF in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:17.974556] [INFO ] [sig       ] [1764/3605] Forecasting JANX...
[2025-12-11T20:26:17.974601] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-11T20:26:17.974632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-11T20:26:17.985797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-11T20:26:17.986108] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-11T20:26:17.986897] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-11T20:26:17.986946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:17.986976] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:17.987001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:17.987054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:18.042355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:18.043144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:18.043222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:18.043255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:18.163672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:18.163821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:18.163860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:18.163888] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:18.167215] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-12-11T20:26:18.167509] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-11T20:26:18.167650] [INFO ] [sig       ] JANX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:18.317965] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JANX.txt
[2025-12-11T20:26:18.318128] [INFO ] [sig       ] [1764/3605] Completed JANX in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:18.318168] [INFO ] [sig       ] [1765/3605] Forecasting JAZZ...
[2025-12-11T20:26:18.318195] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-11T20:26:18.318223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-11T20:26:18.329895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-11T20:26:18.330256] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-11T20:26:18.331034] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-11T20:26:18.331084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:18.331115] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:18.331141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:18.331196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:18.387018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:18.387897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:18.387981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:18.388014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:18.507260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:18.507411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:18.507450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:18.507478] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:18.510765] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-11T20:26:18.511032] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-11T20:26:18.511165] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:18.651435] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JAZZ.txt
[2025-12-11T20:26:18.651593] [INFO ] [sig       ] [1765/3605] Completed JAZZ in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-11T20:26:18.651634] [INFO ] [sig       ] [1766/3605] Forecasting JBGS...
[2025-12-11T20:26:18.651662] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-11T20:26:18.651690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-11T20:26:18.663006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-11T20:26:18.663273] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-11T20:26:18.664045] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-11T20:26:18.664095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:18.664126] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:18.664152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:18.664206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:18.720185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:18.720898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:18.720974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:18.721006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:18.840875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:18.841038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:18.841078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:18.841106] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:18.844369] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-11T20:26:18.844650] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-11T20:26:18.844768] [INFO ] [sig       ] JBGS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:18.981310] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JBGS.txt
[2025-12-11T20:26:18.981438] [INFO ] [sig       ] [1766/3605] Completed JBGS in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-11T20:26:18.981476] [INFO ] [sig       ] [1767/3605] Forecasting JBI...
[2025-12-11T20:26:18.981505] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-11T20:26:18.981534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-11T20:26:18.992686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-11T20:26:18.992959] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-11T20:26:18.993722] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-11T20:26:18.993772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:18.993803] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:18.993829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:18.993885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:19.051699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:19.052399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:19.052478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:19.052511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:19.170654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:19.170797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:19.170835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:19.170863] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:19.174115] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-11T20:26:19.174377] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-11T20:26:19.174493] [INFO ] [sig       ] JBI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:19.315532] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JBI.txt
[2025-12-11T20:26:19.315707] [INFO ] [sig       ] [1767/3605] Completed JBI in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-11T20:26:19.315747] [INFO ] [sig       ] [1768/3605] Forecasting JBL...
[2025-12-11T20:26:19.315775] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-11T20:26:19.315806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-11T20:26:19.328042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-11T20:26:19.328374] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-11T20:26:19.329159] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-11T20:26:19.329215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:19.329248] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:19.329274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:19.329330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:19.391935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:19.392924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:19.393011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:19.393044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:19.514212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:19.514367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:19.514408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:19.514437] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:19.517850] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-11T20:26:19.518135] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-11T20:26:19.518265] [INFO ] [sig       ] JBL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:19.658096] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JBL.txt
[2025-12-11T20:26:19.658225] [INFO ] [sig       ] [1768/3605] Completed JBL in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-11T20:26:19.658264] [INFO ] [sig       ] [1769/3605] Forecasting JBND...
[2025-12-11T20:26:19.658293] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-11T20:26:19.658321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-11T20:26:19.669921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-11T20:26:19.670207] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-11T20:26:19.671009] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-11T20:26:19.671060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:19.671091] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:19.671115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:19.671170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:19.729568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:19.730413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:19.730494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:19.730527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:19.846255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:19.846404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:19.846443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:19.846470] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:19.849752] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-11T20:26:19.850015] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-11T20:26:19.850130] [INFO ] [sig       ] JBND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:19.985863] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JBND.txt
[2025-12-11T20:26:19.985985] [INFO ] [sig       ] [1769/3605] Completed JBND in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:19.986022] [INFO ] [sig       ] [1770/3605] Forecasting JBSS...
[2025-12-11T20:26:19.986051] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-11T20:26:19.986079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-11T20:26:19.996928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-11T20:26:19.997211] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-11T20:26:19.997983] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-11T20:26:19.998032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:19.998074] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:19.998109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:19.998164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:20.054119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:20.054776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:20.054852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:20.054884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:20.176556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:20.176732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:20.176771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:20.176797] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:20.180214] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-11T20:26:20.180486] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-11T20:26:20.180621] [INFO ] [sig       ] JBSS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:20.323783] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JBSS.txt
[2025-12-11T20:26:20.323952] [INFO ] [sig       ] [1770/3605] Completed JBSS in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:20.323992] [INFO ] [sig       ] [1771/3605] Forecasting JCE...
[2025-12-11T20:26:20.324020] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-11T20:26:20.324048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-11T20:26:20.337206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-11T20:26:20.337556] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-11T20:26:20.338424] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-11T20:26:20.338478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:20.338511] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:20.338539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:20.338610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:20.394707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:20.395314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:20.395436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:20.395482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:20.512752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:20.512909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:20.512952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:20.512980] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:20.516306] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-11T20:26:20.516602] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-11T20:26:20.516726] [INFO ] [sig       ] JCE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:20.652756] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JCE.txt
[2025-12-11T20:26:20.652871] [INFO ] [sig       ] [1771/3605] Completed JCE in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:20.652909] [INFO ] [sig       ] [1772/3605] Forecasting JCI...
[2025-12-11T20:26:20.652938] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-11T20:26:20.652966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-11T20:26:20.664246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-11T20:26:20.664530] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-11T20:26:20.665283] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-11T20:26:20.665333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:20.665364] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:20.665390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:20.665445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:20.721978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:20.722558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:20.722651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:20.722682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:20.841345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:20.841482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:20.841519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:20.841546] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:20.845059] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-11T20:26:20.845338] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-11T20:26:20.845455] [INFO ] [sig       ] JCI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:20.983888] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JCI.txt
[2025-12-11T20:26:20.984027] [INFO ] [sig       ] [1772/3605] Completed JCI in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:20.984066] [INFO ] [sig       ] [1773/3605] Forecasting JD...
[2025-12-11T20:26:20.984095] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-11T20:26:20.984127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-11T20:26:20.996313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-11T20:26:20.996671] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-11T20:26:20.997467] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-11T20:26:20.997519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:20.997551] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:20.997595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:20.997657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:21.055015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:21.055746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:21.055829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:21.055862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:21.173273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:21.173431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:21.173472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:21.173499] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:21.176772] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-12-11T20:26:21.177038] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-11T20:26:21.177156] [INFO ] [sig       ] JD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:21.314475] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JD.txt
[2025-12-11T20:26:21.314624] [INFO ] [sig       ] [1773/3605] Completed JD in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:21.314669] [INFO ] [sig       ] [1774/3605] Forecasting JDZG...
[2025-12-11T20:26:21.314700] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-11T20:26:21.314728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-11T20:26:21.326400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-11T20:26:21.326769] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-11T20:26:21.327506] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-11T20:26:21.327556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:21.327607] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:21.327634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:21.327689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:21.383659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:21.384380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:21.384459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:21.384489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:21.515936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:21.516126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:21.516168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:21.516196] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:21.519792] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-11T20:26:21.520065] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-11T20:26:21.520183] [INFO ] [sig       ] JDZG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:21.655372] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JDZG.txt
[2025-12-11T20:26:21.655527] [INFO ] [sig       ] [1774/3605] Completed JDZG in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:21.655565] [INFO ] [sig       ] [1775/3605] Forecasting JEF...
[2025-12-11T20:26:21.655612] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-11T20:26:21.655642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-11T20:26:21.667282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-11T20:26:21.667604] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-11T20:26:21.668364] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-11T20:26:21.668418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:21.668449] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:21.668475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:21.668529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:21.724539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:21.725351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:21.725426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:21.725457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:21.850498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:21.850671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:21.850711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:21.850739] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:21.854073] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-11T20:26:21.854337] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-11T20:26:21.854473] [INFO ] [sig       ] JEF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:21.991568] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JEF.txt
[2025-12-11T20:26:21.991718] [INFO ] [sig       ] [1775/3605] Completed JEF in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:21.991756] [INFO ] [sig       ] [1776/3605] Forecasting JELD...
[2025-12-11T20:26:21.991783] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-11T20:26:21.991810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-11T20:26:22.003234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-11T20:26:22.003597] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-11T20:26:22.004338] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-11T20:26:22.004392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:22.004423] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:22.004449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:22.004503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:22.060028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:22.060725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:22.060803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:22.060834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:22.181192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:22.181360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:22.181406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:22.181435] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:22.184775] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=71.26%)
[2025-12-11T20:26:22.185043] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-11T20:26:22.185167] [INFO ] [sig       ] JELD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:22.322064] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JELD.txt
[2025-12-11T20:26:22.322200] [INFO ] [sig       ] [1776/3605] Completed JELD in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:22.322239] [INFO ] [sig       ] [1777/3605] Forecasting JEPQ...
[2025-12-11T20:26:22.322267] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-11T20:26:22.322296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-11T20:26:22.333437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-11T20:26:22.333766] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-11T20:26:22.334503] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-11T20:26:22.334552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:22.334603] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:22.334630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:22.334685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:22.392271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:22.393513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:22.393641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:22.393685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:22.528923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:22.529083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:22.529124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:22.529167] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:22.532589] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-12-11T20:26:22.532865] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-11T20:26:22.532986] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:22.671414] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JEPQ.txt
[2025-12-11T20:26:22.671553] [INFO ] [sig       ] [1777/3605] Completed JEPQ in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:22.671610] [INFO ] [sig       ] [1778/3605] Forecasting JFIN...
[2025-12-11T20:26:22.671640] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-11T20:26:22.671669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-11T20:26:22.683070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-11T20:26:22.683395] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-11T20:26:22.684168] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-11T20:26:22.684219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:22.684276] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:22.684303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:22.684363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:22.742145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:22.743060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:22.743145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:22.743179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:22.865276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:22.865425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:22.865467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:22.865495] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:22.871942] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=21.58%)
[2025-12-11T20:26:22.872251] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-11T20:26:22.872377] [INFO ] [sig       ] JFIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:23.011130] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JFIN.txt
[2025-12-11T20:26:23.011258] [INFO ] [sig       ] [1778/3605] Completed JFIN in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:23.011296] [INFO ] [sig       ] [1779/3605] Forecasting JGLO...
[2025-12-11T20:26:23.011324] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-11T20:26:23.011353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-11T20:26:23.022779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-11T20:26:23.023055] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-11T20:26:23.023878] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-11T20:26:23.023928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:23.023959] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:23.023989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:23.024061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:23.081566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:23.082414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:23.082513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:23.082547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:23.207887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:23.208055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:23.208096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:23.208123] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:23.211448] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=36.25%)
[2025-12-11T20:26:23.211737] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-11T20:26:23.211859] [INFO ] [sig       ] JGLO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:23.347481] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JGLO.txt
[2025-12-11T20:26:23.347607] [INFO ] [sig       ] [1779/3605] Completed JGLO in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:23.347646] [INFO ] [sig       ] [1780/3605] Forecasting JHG...
[2025-12-11T20:26:23.347676] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-11T20:26:23.347706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-11T20:26:23.358906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-11T20:26:23.359162] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-11T20:26:23.359913] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-11T20:26:23.359964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:23.359997] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:23.360024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:23.360080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:23.416052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:23.416663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:23.416739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:23.416771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:23.535376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:23.535537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:23.535599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:23.535630] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:23.539029] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-11T20:26:23.539331] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-11T20:26:23.539460] [INFO ] [sig       ] JHG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:23.680471] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JHG.txt
[2025-12-11T20:26:23.680612] [INFO ] [sig       ] [1780/3605] Completed JHG in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:23.680652] [INFO ] [sig       ] [1781/3605] Forecasting JHI...
[2025-12-11T20:26:23.680681] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-11T20:26:23.680712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-11T20:26:23.693596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-11T20:26:23.693929] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-11T20:26:23.694688] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-11T20:26:23.694739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:23.694771] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:23.694810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:23.694865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:23.752890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:23.753893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:23.753981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:23.754015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:23.862244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:23.862399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:23.862440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:23.862504] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:23.865997] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=41.02%)
[2025-12-11T20:26:23.866280] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-11T20:26:23.866408] [INFO ] [sig       ] JHI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:24.005974] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JHI.txt
[2025-12-11T20:26:24.006125] [INFO ] [sig       ] [1781/3605] Completed JHI in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:24.006164] [INFO ] [sig       ] [1782/3605] Forecasting JHX...
[2025-12-11T20:26:24.006195] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-11T20:26:24.006225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-11T20:26:24.017981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-11T20:26:24.018312] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-11T20:26:24.019171] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-11T20:26:24.019222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:24.019254] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:24.019280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:24.019336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:24.077395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:24.078225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:24.078310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:24.078344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:24.196945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:24.197103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:24.197145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:24.197173] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:24.200610] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-12-11T20:26:24.200884] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-11T20:26:24.201005] [INFO ] [sig       ] JHX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:24.354241] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JHX.txt
[2025-12-11T20:26:24.354382] [INFO ] [sig       ] [1782/3605] Completed JHX in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:24.354425] [INFO ] [sig       ] [1783/3605] Forecasting JILL...
[2025-12-11T20:26:24.354457] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-11T20:26:24.354487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-11T20:26:24.365817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-11T20:26:24.366114] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-11T20:26:24.366913] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-11T20:26:24.366964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:24.366997] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:24.367024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:24.367082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:24.426306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:24.427036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:24.427114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:24.427148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:24.560232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:24.560420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:24.560470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:24.560501] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:24.564394] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2025-12-11T20:26:24.564748] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-11T20:26:24.564898] [INFO ] [sig       ] JILL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:24.731072] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JILL.txt
[2025-12-11T20:26:24.731235] [INFO ] [sig       ] [1783/3605] Completed JILL in 0.4s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-11T20:26:24.731275] [INFO ] [sig       ] [1784/3605] Forecasting JIVE...
[2025-12-11T20:26:24.731305] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-11T20:26:24.731336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-11T20:26:24.743336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-11T20:26:24.743713] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-11T20:26:24.744545] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-11T20:26:24.744619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:24.744652] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:24.744678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:24.744752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:24.805841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:24.806708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:24.806798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:24.806835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:24.924526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:24.924708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:24.924753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:24.924783] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:24.928258] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-12-11T20:26:24.928529] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-11T20:26:24.928668] [INFO ] [sig       ] JIVE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:25.078975] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JIVE.txt
[2025-12-11T20:26:25.079133] [INFO ] [sig       ] [1784/3605] Completed JIVE in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-11T20:26:25.079177] [INFO ] [sig       ] [1785/3605] Forecasting JJSF...
[2025-12-11T20:26:25.079207] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-11T20:26:25.079242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-11T20:26:25.091700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-11T20:26:25.092084] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-11T20:26:25.092891] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-11T20:26:25.092943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:25.092974] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:25.093001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:25.093075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:25.149748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:25.150646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:25.150726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:25.150757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:25.274851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:25.275005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:25.275045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:25.275072] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:25.278350] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-11T20:26:25.278636] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-11T20:26:25.278757] [INFO ] [sig       ] JJSF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:25.415994] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JJSF.txt
[2025-12-11T20:26:25.416149] [INFO ] [sig       ] [1785/3605] Completed JJSF in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-11T20:26:25.416191] [INFO ] [sig       ] [1786/3605] Forecasting JKHY...
[2025-12-11T20:26:25.416219] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-11T20:26:25.416247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-11T20:26:25.428387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-11T20:26:25.428730] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-11T20:26:25.429516] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-11T20:26:25.429567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:25.429618] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:25.429645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:25.429700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:25.485495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:25.486290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:25.486376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:25.486415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:25.603378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:25.603538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:25.603593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:25.603623] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:25.606940] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-11T20:26:25.607210] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-11T20:26:25.607331] [INFO ] [sig       ] JKHY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:25.743984] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JKHY.txt
[2025-12-11T20:26:25.744123] [INFO ] [sig       ] [1786/3605] Completed JKHY in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-11T20:26:25.744162] [INFO ] [sig       ] [1787/3605] Forecasting JKS...
[2025-12-11T20:26:25.744191] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-11T20:26:25.744220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-11T20:26:25.755522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-11T20:26:25.755806] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-11T20:26:25.756553] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-11T20:26:25.756625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:25.756657] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:25.756682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:25.756737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:25.812892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:25.813689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:25.813771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:25.813805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:25.929363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:25.929520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:25.929560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:25.929608] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:25.932867] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-11T20:26:25.933125] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-11T20:26:25.933241] [INFO ] [sig       ] JKS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:26.072068] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JKS.txt
[2025-12-11T20:26:26.072193] [INFO ] [sig       ] [1787/3605] Completed JKS in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:26.072230] [INFO ] [sig       ] [1788/3605] Forecasting JLL...
[2025-12-11T20:26:26.072258] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-11T20:26:26.072286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-11T20:26:26.084761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-11T20:26:26.085140] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-11T20:26:26.085959] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-11T20:26:26.086010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:26.086041] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:26.086068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:26.086123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:26.143433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:26.144300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:26.144413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:26.144449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:26.267841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:26.268008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:26.268048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:26.268094] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:26.271416] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2025-12-11T20:26:26.271725] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-11T20:26:26.271847] [INFO ] [sig       ] JLL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:26.410965] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JLL.txt
[2025-12-11T20:26:26.411107] [INFO ] [sig       ] [1788/3605] Completed JLL in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:26.411146] [INFO ] [sig       ] [1789/3605] Forecasting JLS...
[2025-12-11T20:26:26.411175] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-11T20:26:26.411203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-11T20:26:26.421888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-11T20:26:26.422157] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-11T20:26:26.422931] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-11T20:26:26.422982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:26.423012] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:26.423038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:26.423093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:26.479288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:26.480205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:26.480284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:26.480315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:26.590506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:26.590680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:26.590723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:26.590752] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:26.594088] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-11T20:26:26.594347] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-11T20:26:26.594462] [INFO ] [sig       ] JLS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:26.739720] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JLS.txt
[2025-12-11T20:26:26.739877] [INFO ] [sig       ] [1789/3605] Completed JLS in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:26.739916] [INFO ] [sig       ] [1790/3605] Forecasting JMIA...
[2025-12-11T20:26:26.739945] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-11T20:26:26.739975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-11T20:26:26.751505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-11T20:26:26.751879] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-11T20:26:26.752653] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-11T20:26:26.752703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:26.752734] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:26.752759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:26.752813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:26.808275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:26.809218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:26.809327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:26.809359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:26.933861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:26.934000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:26.934036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:26.934063] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:26.937294] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=24.05%)
[2025-12-11T20:26:26.937551] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-11T20:26:26.937684] [INFO ] [sig       ] JMIA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:27.074337] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JMIA.txt
[2025-12-11T20:26:27.074470] [INFO ] [sig       ] [1790/3605] Completed JMIA in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:27.074509] [INFO ] [sig       ] [1791/3605] Forecasting JMSB...
[2025-12-11T20:26:27.074537] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-11T20:26:27.074565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-11T20:26:27.085420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-11T20:26:27.085784] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-11T20:26:27.086537] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-11T20:26:27.086606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:27.086639] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:27.086665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:27.086720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:27.143013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:27.143824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:27.143902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:27.143933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:27.251041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:27.251197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:27.251236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:27.251264] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:27.254566] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=42.35%)
[2025-12-11T20:26:27.254854] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-11T20:26:27.254971] [INFO ] [sig       ] JMSB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:27.393832] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JMSB.txt
[2025-12-11T20:26:27.394040] [INFO ] [sig       ] [1791/3605] Completed JMSB in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:27.394096] [INFO ] [sig       ] [1792/3605] Forecasting JNJ...
[2025-12-11T20:26:27.394137] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-11T20:26:27.394178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-11T20:26:27.409231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-11T20:26:27.409640] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-11T20:26:27.410466] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-11T20:26:27.410519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:27.410552] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:27.410603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:27.410688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:27.467689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:27.468506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:27.468602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:27.468636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:27.595632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:27.595791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:27.595832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:27.595860] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:27.599280] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-12-11T20:26:27.599554] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-11T20:26:27.599695] [INFO ] [sig       ] JNJ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:27.739565] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JNJ.txt
[2025-12-11T20:26:27.739717] [INFO ] [sig       ] [1792/3605] Completed JNJ in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:27.739755] [INFO ] [sig       ] [1793/3605] Forecasting JOBY...
[2025-12-11T20:26:27.739784] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-11T20:26:27.739814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-11T20:26:27.751537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-11T20:26:27.751842] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-11T20:26:27.752599] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-11T20:26:27.752650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:27.752681] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:27.752706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:27.752761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:27.810463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:27.811115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:27.811193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:27.811226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:27.932233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:27.932385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:27.932425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:27.932453] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:27.935808] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-11T20:26:27.936079] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-11T20:26:27.936203] [INFO ] [sig       ] JOBY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:28.074383] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JOBY.txt
[2025-12-11T20:26:28.074517] [INFO ] [sig       ] [1793/3605] Completed JOBY in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:28.074555] [INFO ] [sig       ] [1794/3605] Forecasting JOE...
[2025-12-11T20:26:28.074603] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-11T20:26:28.074633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-11T20:26:28.086470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-11T20:26:28.086793] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-11T20:26:28.087543] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-11T20:26:28.087625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:28.087660] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:28.087687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:28.087742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:28.146533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:28.147367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:28.147445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:28.147477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:28.265620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:28.265768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:28.265807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:28.265836] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:28.269077] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=50.26%)
[2025-12-11T20:26:28.269339] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-11T20:26:28.269455] [INFO ] [sig       ] JOE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:28.406946] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JOE.txt
[2025-12-11T20:26:28.407070] [INFO ] [sig       ] [1794/3605] Completed JOE in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:28.407108] [INFO ] [sig       ] [1795/3605] Forecasting JOF...
[2025-12-11T20:26:28.407136] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-11T20:26:28.407165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-11T20:26:28.418092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-11T20:26:28.418413] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-11T20:26:28.419218] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-11T20:26:28.419270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:28.419330] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:28.419360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:28.419417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:28.477909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:28.478596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:28.478674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:28.478707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:28.591228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:28.591375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:28.591414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:28.591449] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:28.594723] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-11T20:26:28.594983] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-11T20:26:28.595099] [INFO ] [sig       ] JOF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:28.732480] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JOF.txt
[2025-12-11T20:26:28.732641] [INFO ] [sig       ] [1795/3605] Completed JOF in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:28.732681] [INFO ] [sig       ] [1796/3605] Forecasting JPC...
[2025-12-11T20:26:28.732710] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-11T20:26:28.732739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-11T20:26:28.747716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-11T20:26:28.748122] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-11T20:26:28.749141] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-11T20:26:28.749204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:28.749248] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:28.749282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:28.749359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:28.811250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:28.812204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:28.812287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:28.812319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:28.929066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:28.929217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:28.929257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:28.929284] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:28.932679] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=65.68%)
[2025-12-11T20:26:28.932946] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-11T20:26:28.933068] [INFO ] [sig       ] JPC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:29.072104] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JPC.txt
[2025-12-11T20:26:29.072239] [INFO ] [sig       ] [1796/3605] Completed JPC in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:29.072275] [INFO ] [sig       ] [1797/3605] Forecasting JPEF...
[2025-12-11T20:26:29.072303] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-11T20:26:29.072333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-11T20:26:29.083999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-11T20:26:29.084376] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-11T20:26:29.085181] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-11T20:26:29.085232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:29.085263] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:29.085288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:29.085343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:29.141065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:29.141936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:29.142021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:29.142052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:29.262905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:29.263062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:29.263101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:29.263128] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:29.266447] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-11T20:26:29.266733] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-11T20:26:29.266858] [INFO ] [sig       ] JPEF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:29.403803] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JPEF.txt
[2025-12-11T20:26:29.403956] [INFO ] [sig       ] [1797/3605] Completed JPEF in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:29.403994] [INFO ] [sig       ] [1798/3605] Forecasting JPM...
[2025-12-11T20:26:29.404023] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-11T20:26:29.404053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-11T20:26:29.415963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-11T20:26:29.416298] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-11T20:26:29.417068] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-11T20:26:29.417118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:29.417149] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:29.417175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:29.417229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:29.474800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:29.475510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:29.475607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:29.475643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:29.599787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:29.599944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:29.599984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:29.600047] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:29.603432] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-11T20:26:29.603724] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-11T20:26:29.603844] [INFO ] [sig       ] JPM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:29.744171] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JPM.txt
[2025-12-11T20:26:29.744294] [INFO ] [sig       ] [1798/3605] Completed JPM in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:29.744331] [INFO ] [sig       ] [1799/3605] Forecasting JQC...
[2025-12-11T20:26:29.744360] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-11T20:26:29.744389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-11T20:26:29.755547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-11T20:26:29.755824] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-11T20:26:29.756551] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-11T20:26:29.756623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:29.756655] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:29.756681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:29.756736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:29.814294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:29.815286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:29.815374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:29.815407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:29.941357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:29.941514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:29.941557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:29.941605] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:29.944957] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=74.60%)
[2025-12-11T20:26:29.945245] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-11T20:26:29.945369] [INFO ] [sig       ] JQC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:30.083041] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JQC.txt
[2025-12-11T20:26:30.083195] [INFO ] [sig       ] [1799/3605] Completed JQC in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:30.083236] [INFO ] [sig       ] [1800/3605] Forecasting JRI...
[2025-12-11T20:26:30.083266] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-11T20:26:30.083296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-11T20:26:30.095322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-11T20:26:30.095741] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-11T20:26:30.096532] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-11T20:26:30.096608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:30.096645] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:30.096671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:30.096728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:30.158782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:30.159767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:30.159855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:30.159888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:30.282159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:30.282316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:30.282373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:30.282415] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:30.286175] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=55.09%)
[2025-12-11T20:26:30.286460] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-11T20:26:30.286611] [INFO ] [sig       ] JRI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:30.432318] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JRI.txt
[2025-12-11T20:26:30.432460] [INFO ] [sig       ] [1800/3605] Completed JRI in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:30.432501] [INFO ] [sig       ] [1801/3605] Forecasting JRS...
[2025-12-11T20:26:30.432531] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-11T20:26:30.432566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-11T20:26:30.444681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-11T20:26:30.444996] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-11T20:26:30.445865] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-11T20:26:30.445924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:30.445959] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:30.445984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:30.446040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:30.509187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:30.510230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:30.510315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:30.510348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:30.635166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:30.635322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:30.635380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:30.635416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:30.639055] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-11T20:26:30.639325] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-11T20:26:30.639451] [INFO ] [sig       ] JRS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:30.788509] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JRS.txt
[2025-12-11T20:26:30.788690] [INFO ] [sig       ] [1801/3605] Completed JRS in 0.4s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-11T20:26:30.788730] [INFO ] [sig       ] [1802/3605] Forecasting JSM...
[2025-12-11T20:26:30.788759] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-11T20:26:30.788787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-11T20:26:30.801245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-11T20:26:30.801623] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-11T20:26:30.802453] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-11T20:26:30.802511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:30.802551] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:30.802606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:30.802676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:30.863085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:30.863870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:30.863950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:30.863983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:30.985196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:30.985349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:30.985393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:30.985422] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:30.989056] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-11T20:26:30.989327] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-11T20:26:30.989452] [INFO ] [sig       ] JSM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:31.133095] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JSM.txt
[2025-12-11T20:26:31.133274] [INFO ] [sig       ] [1802/3605] Completed JSM in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-11T20:26:31.133325] [INFO ] [sig       ] [1803/3605] Forecasting JSMD...
[2025-12-11T20:26:31.133355] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-11T20:26:31.133385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-11T20:26:31.148146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-11T20:26:31.148484] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-11T20:26:31.149302] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-11T20:26:31.149356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:31.149389] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:31.149417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:31.149474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:31.210488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:31.211283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:31.211364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:31.211397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:31.342136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:31.342299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:31.342339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:31.342368] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:31.345853] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: UP (p=74.10%)
[2025-12-11T20:26:31.346179] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-11T20:26:31.346327] [INFO ] [sig       ] JSMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:31.484532] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JSMD.txt
[2025-12-11T20:26:31.484680] [INFO ] [sig       ] [1803/3605] Completed JSMD in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-11T20:26:31.484718] [INFO ] [sig       ] [1804/3605] Forecasting JSML...
[2025-12-11T20:26:31.484747] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-11T20:26:31.484775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-11T20:26:31.495635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-11T20:26:31.495929] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-11T20:26:31.496694] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-11T20:26:31.496743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:31.496774] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:31.496799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:31.496853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:31.552867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:31.553677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:31.553756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:31.553787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:31.667855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:31.667975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:31.668014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:31.668041] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:31.671081] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-12-11T20:26:31.671337] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-11T20:26:31.671452] [INFO ] [sig       ] JSML: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:31.808296] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/JSML.txt
[2025-12-11T20:26:31.808462] [INFO ] [sig       ] [1804/3605] Completed JSML in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:31.808514] [INFO ] [sig       ] [1805/3605] Forecasting JTAI...
[2025-12-11T20:26:31.808548] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-11T20:26:31.808598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-11T20:26:31.820872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-11T20:26:31.821196] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-11T20:26:31.822069] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-11T20:26:31.822121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:31.822165] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:31.822195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:31.822251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:31.882395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:31.883208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:31.883331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:31.883364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:32.012739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:32.012903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:32.012946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:32.012974] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:32.016601] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-11T20:26:32.016942] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-11T20:26:32.017077] [INFO ] [sig       ] JTAI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:32.165369] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JTAI.txt
[2025-12-11T20:26:32.165523] [INFO ] [sig       ] [1805/3605] Completed JTAI in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:32.165566] [INFO ] [sig       ] [1806/3605] Forecasting JTEK...
[2025-12-11T20:26:32.165619] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-11T20:26:32.165650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-11T20:26:32.177790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-11T20:26:32.178211] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-11T20:26:32.178997] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-11T20:26:32.179047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:32.179078] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:32.179104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:32.179159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:32.234809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:32.235508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:32.235605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:32.235639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:32.349622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:32.349771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:32.349809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:32.349835] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:32.353089] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-11T20:26:32.353348] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-11T20:26:32.353467] [INFO ] [sig       ] JTEK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:32.489404] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JTEK.txt
[2025-12-11T20:26:32.489525] [INFO ] [sig       ] [1806/3605] Completed JTEK in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:32.489565] [INFO ] [sig       ] [1807/3605] Forecasting JVA...
[2025-12-11T20:26:32.489613] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-11T20:26:32.489642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-11T20:26:32.500184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-11T20:26:32.500464] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-11T20:26:32.501213] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-11T20:26:32.501262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:32.501292] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:32.501318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:32.501373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:32.556714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:32.557342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:32.557420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:32.557450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:32.673411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:32.673555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:32.673614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:32.673642] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:32.676883] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2025-12-11T20:26:32.677145] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-11T20:26:32.677258] [INFO ] [sig       ] JVA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:32.816734] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JVA.txt
[2025-12-11T20:26:32.816870] [INFO ] [sig       ] [1807/3605] Completed JVA in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:32.816909] [INFO ] [sig       ] [1808/3605] Forecasting JXN...
[2025-12-11T20:26:32.816937] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-11T20:26:32.816966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-11T20:26:32.827921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-11T20:26:32.828209] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-11T20:26:32.829026] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-11T20:26:32.829078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:32.829111] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:32.829138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:32.829194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:32.885494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:32.886335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:32.886421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:32.886453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:33.009055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:33.009208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:33.009246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:33.009274] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:33.012609] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=59.23%)
[2025-12-11T20:26:33.012894] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-11T20:26:33.013015] [INFO ] [sig       ] JXN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:33.152365] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/JXN.txt
[2025-12-11T20:26:33.152537] [INFO ] [sig       ] [1808/3605] Completed JXN in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:33.152599] [INFO ] [sig       ] [1809/3605] Forecasting KAI...
[2025-12-11T20:26:33.152638] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-11T20:26:33.152668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-11T20:26:33.163646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-11T20:26:33.163944] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-11T20:26:33.164736] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-11T20:26:33.164785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:33.164818] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:33.164852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:33.164918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:33.220452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:33.221175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:33.221252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:33.221290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:33.337912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:33.338061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:33.338100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:33.338127] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:33.341399] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-11T20:26:33.341678] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-11T20:26:33.341795] [INFO ] [sig       ] KAI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:33.478229] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KAI.txt
[2025-12-11T20:26:33.478355] [INFO ] [sig       ] [1809/3605] Completed KAI in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:33.478393] [INFO ] [sig       ] [1810/3605] Forecasting KARO...
[2025-12-11T20:26:33.478422] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-11T20:26:33.478451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-11T20:26:33.489542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-11T20:26:33.489849] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-11T20:26:33.490603] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-11T20:26:33.490669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:33.490890] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:33.490915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:33.490969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:33.546194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:33.546852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:33.546927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:33.546958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:33.664859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:33.665009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:33.665048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:33.665075] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:33.668397] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=63.63%)
[2025-12-11T20:26:33.668671] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-11T20:26:33.668790] [INFO ] [sig       ] KARO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:33.807865] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KARO.txt
[2025-12-11T20:26:33.808035] [INFO ] [sig       ] [1810/3605] Completed KARO in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:33.808075] [INFO ] [sig       ] [1811/3605] Forecasting KB...
[2025-12-11T20:26:33.808105] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-11T20:26:33.808133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-11T20:26:33.819412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-11T20:26:33.819775] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-11T20:26:33.820516] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-11T20:26:33.820566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:33.820618] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:33.820645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:33.820699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:33.877257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:33.878132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:33.878216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:33.878247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:34.000730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:34.000881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:34.000922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:34.000950] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:34.004267] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=38.80%)
[2025-12-11T20:26:34.004566] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-11T20:26:34.004707] [INFO ] [sig       ] KB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:34.144080] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KB.txt
[2025-12-11T20:26:34.144227] [INFO ] [sig       ] [1811/3605] Completed KB in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:34.144265] [INFO ] [sig       ] [1812/3605] Forecasting KBH...
[2025-12-11T20:26:34.144294] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-11T20:26:34.144322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-11T20:26:34.155377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-11T20:26:34.155719] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-11T20:26:34.156462] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-11T20:26:34.156512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:34.156606] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:34.156647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:34.156716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:34.213405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:34.214262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:34.214346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:34.214380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:34.334725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:34.334875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:34.334915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:34.334959] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:34.338292] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-12-11T20:26:34.338659] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-11T20:26:34.338820] [INFO ] [sig       ] KBH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:34.478147] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KBH.txt
[2025-12-11T20:26:34.478313] [INFO ] [sig       ] [1812/3605] Completed KBH in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:34.478354] [INFO ] [sig       ] [1813/3605] Forecasting KBWB...
[2025-12-11T20:26:34.478382] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-11T20:26:34.478411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-11T20:26:34.489761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-11T20:26:34.490037] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-11T20:26:34.490820] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-11T20:26:34.490870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:34.490901] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:34.490927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:34.490982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:34.546491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:34.547199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:34.547277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:34.547308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:34.668897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:34.669046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:34.669087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:34.669114] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:34.672391] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-12-11T20:26:34.672708] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-11T20:26:34.672827] [INFO ] [sig       ] KBWB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:34.813688] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KBWB.txt
[2025-12-11T20:26:34.813822] [INFO ] [sig       ] [1813/3605] Completed KBWB in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:34.813859] [INFO ] [sig       ] [1814/3605] Forecasting KBWD...
[2025-12-11T20:26:34.813888] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-11T20:26:34.813916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-11T20:26:34.825460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-11T20:26:34.825744] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-11T20:26:34.826540] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-11T20:26:34.826610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:34.826649] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:34.826675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:34.826732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:34.883960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:34.884640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:34.884720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:34.884767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:35.003210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:35.003362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:35.003402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:35.003430] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:35.006792] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-11T20:26:35.007062] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-11T20:26:35.007184] [INFO ] [sig       ] KBWD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:35.150207] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KBWD.txt
[2025-12-11T20:26:35.150334] [INFO ] [sig       ] [1814/3605] Completed KBWD in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:35.150372] [INFO ] [sig       ] [1815/3605] Forecasting KBWP...
[2025-12-11T20:26:35.150399] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-11T20:26:35.150428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-11T20:26:35.161371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-11T20:26:35.161665] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-11T20:26:35.162397] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-11T20:26:35.162447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:35.162478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:35.162503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:35.162558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:35.219471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:35.220150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:35.220227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:35.220258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:35.332451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:35.332622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:35.332666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:35.332727] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:35.336056] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-11T20:26:35.336318] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-11T20:26:35.336441] [INFO ] [sig       ] KBWP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:35.477201] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KBWP.txt
[2025-12-11T20:26:35.477357] [INFO ] [sig       ] [1815/3605] Completed KBWP in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:35.477396] [INFO ] [sig       ] [1816/3605] Forecasting KBWY...
[2025-12-11T20:26:35.477426] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-11T20:26:35.477455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-11T20:26:35.489928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-11T20:26:35.490318] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-11T20:26:35.491104] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-11T20:26:35.491154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:35.491185] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:35.491222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:35.491278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:35.547272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:35.548173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:35.548259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:35.548290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:35.662560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:35.662732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:35.662772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:35.662799] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:35.666101] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-11T20:26:35.666402] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-11T20:26:35.666527] [INFO ] [sig       ] KBWY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:35.803830] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KBWY.txt
[2025-12-11T20:26:35.803956] [INFO ] [sig       ] [1816/3605] Completed KBWY in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:35.803993] [INFO ] [sig       ] [1817/3605] Forecasting KC...
[2025-12-11T20:26:35.804020] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-11T20:26:35.804049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-11T20:26:35.816059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-11T20:26:35.816432] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-11T20:26:35.817238] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-11T20:26:35.817289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:35.817321] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:35.817348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:35.817403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:35.875796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:35.876747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:35.876836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:35.876870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:36.003197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:36.003351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:36.003391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:36.003421] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:36.006838] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-12-11T20:26:36.007158] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-11T20:26:36.007285] [INFO ] [sig       ] KC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:36.147884] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KC.txt
[2025-12-11T20:26:36.148032] [INFO ] [sig       ] [1817/3605] Completed KC in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:36.148071] [INFO ] [sig       ] [1818/3605] Forecasting KD...
[2025-12-11T20:26:36.148099] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-11T20:26:36.148129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-11T20:26:36.159023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-11T20:26:36.159268] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-11T20:26:36.160031] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-11T20:26:36.160081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:36.160110] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:36.160136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:36.160191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:36.215302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:36.215967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:36.216043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:36.216074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:36.334390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:36.334528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:36.334565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:36.334611] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:36.337839] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-11T20:26:36.338096] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-11T20:26:36.338215] [INFO ] [sig       ] KD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:36.473508] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KD.txt
[2025-12-11T20:26:36.473638] [INFO ] [sig       ] [1818/3605] Completed KD in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:36.473682] [INFO ] [sig       ] [1819/3605] Forecasting KDP...
[2025-12-11T20:26:36.473709] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-11T20:26:36.473737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-11T20:26:36.485920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-11T20:26:36.486228] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-11T20:26:36.487003] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-11T20:26:36.487053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:36.487085] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:36.487111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:36.487166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:36.545528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:36.546226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:36.546302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:36.546333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:36.662439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:36.662601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:36.662642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:36.662669] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:36.665855] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-11T20:26:36.666118] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-11T20:26:36.666235] [INFO ] [sig       ] KDP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:36.801594] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KDP.txt
[2025-12-11T20:26:36.801715] [INFO ] [sig       ] [1819/3605] Completed KDP in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-11T20:26:36.801752] [INFO ] [sig       ] [1820/3605] Forecasting KE...
[2025-12-11T20:26:36.801781] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-11T20:26:36.801810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-11T20:26:36.814156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-11T20:26:36.814602] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-11T20:26:36.815461] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-11T20:26:36.815514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:36.815547] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:36.815595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:36.815659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:36.872182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:36.873090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:36.873174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:36.873205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:36.989850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:36.990024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:36.990066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:36.990092] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:36.993515] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-11T20:26:36.993824] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-11T20:26:36.993953] [INFO ] [sig       ] KE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:37.133774] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KE.txt
[2025-12-11T20:26:37.133937] [INFO ] [sig       ] [1820/3605] Completed KE in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-11T20:26:37.133983] [INFO ] [sig       ] [1821/3605] Forecasting KELYA...
[2025-12-11T20:26:37.134013] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-11T20:26:37.134042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-11T20:26:37.145979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-11T20:26:37.146303] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-11T20:26:37.147082] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-11T20:26:37.147132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:37.147163] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:37.147188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:37.147242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:37.202314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:37.202997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:37.203074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:37.203105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:37.321078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:37.321231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:37.321271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:37.321298] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:37.324607] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=26.08%)
[2025-12-11T20:26:37.324876] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-11T20:26:37.324994] [INFO ] [sig       ] KELYA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:37.460233] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KELYA.txt
[2025-12-11T20:26:37.460361] [INFO ] [sig       ] [1821/3605] Completed KELYA in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:37.460399] [INFO ] [sig       ] [1822/3605] Forecasting KEN...
[2025-12-11T20:26:37.460427] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-11T20:26:37.460455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-11T20:26:37.471637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-11T20:26:37.471952] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-11T20:26:37.472712] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-11T20:26:37.472761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:37.472792] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:37.472818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:37.472872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:37.528090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:37.528817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:37.528926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:37.528959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:37.642692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:37.642851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:37.642891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:37.642918] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:37.646163] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-11T20:26:37.646421] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-11T20:26:37.646538] [INFO ] [sig       ] KEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:37.783793] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KEN.txt
[2025-12-11T20:26:37.783916] [INFO ] [sig       ] [1822/3605] Completed KEN in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:37.783953] [INFO ] [sig       ] [1823/3605] Forecasting KEP...
[2025-12-11T20:26:37.783981] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-11T20:26:37.784010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-11T20:26:37.795153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-11T20:26:37.795424] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-11T20:26:37.796186] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-11T20:26:37.796236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:37.796268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:37.796294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:37.796349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:37.852182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:37.852820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:37.852900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:37.852931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:37.971414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:37.971560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:37.971618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:37.971646] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:37.974892] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-12-11T20:26:37.975169] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-11T20:26:37.975287] [INFO ] [sig       ] KEP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:38.110480] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KEP.txt
[2025-12-11T20:26:38.110629] [INFO ] [sig       ] [1823/3605] Completed KEP in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:38.110668] [INFO ] [sig       ] [1824/3605] Forecasting KEX...
[2025-12-11T20:26:38.110696] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-11T20:26:38.110724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-11T20:26:38.126770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-11T20:26:38.127436] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-11T20:26:38.128373] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-11T20:26:38.128425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:38.128457] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:38.128481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:38.128538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:38.184702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:38.185655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:38.185767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:38.185801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:38.307665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:38.307850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:38.307894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:38.307921] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:38.311332] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=89.83%)
[2025-12-11T20:26:38.311666] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-11T20:26:38.311803] [INFO ] [sig       ] KEX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:38.450793] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KEX.txt
[2025-12-11T20:26:38.450957] [INFO ] [sig       ] [1824/3605] Completed KEX in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:38.450996] [INFO ] [sig       ] [1825/3605] Forecasting KEYS...
[2025-12-11T20:26:38.451025] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-11T20:26:38.451067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-11T20:26:38.463509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-11T20:26:38.463866] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-11T20:26:38.464654] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-11T20:26:38.464704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:38.464735] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:38.464761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:38.464815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:38.520388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:38.521063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:38.521138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:38.521169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:38.647257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:38.647415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:38.647454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:38.647481] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:38.650858] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=33.49%)
[2025-12-11T20:26:38.651124] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-11T20:26:38.651240] [INFO ] [sig       ] KEYS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:38.788949] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KEYS.txt
[2025-12-11T20:26:38.789091] [INFO ] [sig       ] [1825/3605] Completed KEYS in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:38.789129] [INFO ] [sig       ] [1826/3605] Forecasting KFS...
[2025-12-11T20:26:38.789158] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-11T20:26:38.789186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-11T20:26:38.800690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-11T20:26:38.801029] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-11T20:26:38.801813] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-11T20:26:38.801869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:38.801901] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:38.801927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:38.801982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:38.858053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:38.858691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:38.858770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:38.858800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:38.974995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:38.975146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:38.975186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:38.975214] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:38.978505] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-11T20:26:38.978792] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-11T20:26:38.978931] [INFO ] [sig       ] KFS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:39.114931] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KFS.txt
[2025-12-11T20:26:39.115046] [INFO ] [sig       ] [1826/3605] Completed KFS in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:39.115084] [INFO ] [sig       ] [1827/3605] Forecasting KFY...
[2025-12-11T20:26:39.115111] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-11T20:26:39.115141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-11T20:26:39.125948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-11T20:26:39.126209] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-11T20:26:39.126967] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-11T20:26:39.127017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:39.127048] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:39.127074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:39.127134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:39.182631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:39.183269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:39.183345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:39.183377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:39.298369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:39.298526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:39.298567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:39.298612] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:39.302007] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2025-12-11T20:26:39.302289] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-11T20:26:39.302413] [INFO ] [sig       ] KFY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:39.440241] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KFY.txt
[2025-12-11T20:26:39.440375] [INFO ] [sig       ] [1827/3605] Completed KFY in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:39.440413] [INFO ] [sig       ] [1828/3605] Forecasting KGS...
[2025-12-11T20:26:39.440441] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-11T20:26:39.440470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-11T20:26:39.451866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-11T20:26:39.452167] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-11T20:26:39.452957] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-11T20:26:39.453010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:39.453042] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:39.453069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:39.453125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:39.511264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:39.511971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:39.512054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:39.512088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:39.633651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:39.633813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:39.633855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:39.633884] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:39.637308] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=25.20%)
[2025-12-11T20:26:39.637600] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-11T20:26:39.637724] [INFO ] [sig       ] KGS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:39.772930] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KGS.txt
[2025-12-11T20:26:39.773052] [INFO ] [sig       ] [1828/3605] Completed KGS in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:39.773089] [INFO ] [sig       ] [1829/3605] Forecasting KHC...
[2025-12-11T20:26:39.773116] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-11T20:26:39.773145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-11T20:26:39.784407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-11T20:26:39.784710] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-11T20:26:39.785468] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-11T20:26:39.785518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:39.785604] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:39.785636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:39.785691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:39.841423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:39.842067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:39.842148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:39.842179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:39.963548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:39.963711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:39.963754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:39.963781] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:39.967026] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-11T20:26:39.967288] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-11T20:26:39.967405] [INFO ] [sig       ] KHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:40.102974] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KHC.txt
[2025-12-11T20:26:40.103091] [INFO ] [sig       ] [1829/3605] Completed KHC in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:40.103129] [INFO ] [sig       ] [1830/3605] Forecasting KIDS...
[2025-12-11T20:26:40.103158] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-11T20:26:40.103186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-11T20:26:40.114673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-11T20:26:40.114955] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-11T20:26:40.115716] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-11T20:26:40.115765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:40.115794] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:40.115819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:40.115873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:40.171687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:40.172303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:40.172378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:40.172409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:40.288870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:40.289007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:40.289045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:40.289073] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:40.292317] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-11T20:26:40.292599] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-11T20:26:40.292715] [INFO ] [sig       ] KIDS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:40.429968] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KIDS.txt
[2025-12-11T20:26:40.430112] [INFO ] [sig       ] [1830/3605] Completed KIDS in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:40.430151] [INFO ] [sig       ] [1831/3605] Forecasting KIM...
[2025-12-11T20:26:40.430178] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-11T20:26:40.430207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-11T20:26:40.441002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-11T20:26:40.441287] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-11T20:26:40.442051] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-11T20:26:40.442101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:40.442132] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:40.442158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:40.442212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:40.497855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:40.498554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:40.498647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:40.498680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:40.616387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:40.616534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:40.616588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:40.616618] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:40.619916] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-11T20:26:40.620183] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-11T20:26:40.620301] [INFO ] [sig       ] KIM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:40.755643] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KIM.txt
[2025-12-11T20:26:40.755773] [INFO ] [sig       ] [1831/3605] Completed KIM in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:40.755809] [INFO ] [sig       ] [1832/3605] Forecasting KINS...
[2025-12-11T20:26:40.755838] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-11T20:26:40.755867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-11T20:26:40.767441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-11T20:26:40.767750] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-11T20:26:40.768509] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-11T20:26:40.768559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:40.768611] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:40.768637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:40.768691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:40.823677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:40.824292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:40.824367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:40.824399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:40.942053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:40.942202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:40.942242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:40.942302] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:40.945561] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-12-11T20:26:40.945848] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-11T20:26:40.945966] [INFO ] [sig       ] KINS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:41.129637] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KINS.txt
[2025-12-11T20:26:41.129774] [INFO ] [sig       ] [1832/3605] Completed KINS in 0.4s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:41.129818] [INFO ] [sig       ] [1833/3605] Forecasting KIO...
[2025-12-11T20:26:41.129850] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-11T20:26:41.129879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-11T20:26:41.141148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-11T20:26:41.141454] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-11T20:26:41.142226] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-11T20:26:41.142277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:41.142307] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:41.142333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:41.142388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:41.197637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:41.198306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:41.198382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:41.198414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:41.316486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:41.316648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:41.316687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:41.316715] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:41.319982] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-11T20:26:41.320246] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-11T20:26:41.320363] [INFO ] [sig       ] KIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:41.459328] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KIO.txt
[2025-12-11T20:26:41.459449] [INFO ] [sig       ] [1833/3605] Completed KIO in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:41.459486] [INFO ] [sig       ] [1834/3605] Forecasting KKRS...
[2025-12-11T20:26:41.459514] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-11T20:26:41.459543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-11T20:26:41.470820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-11T20:26:41.471132] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-11T20:26:41.471901] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-11T20:26:41.471950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:41.471981] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:41.472006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:41.472062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:41.527348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:41.527983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:41.528058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:41.528089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:41.642084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:41.642218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:41.642255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:41.642282] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:41.645458] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-11T20:26:41.645741] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-11T20:26:41.645875] [INFO ] [sig       ] KKRS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:41.788677] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KKRS.txt
[2025-12-11T20:26:41.788839] [INFO ] [sig       ] [1834/3605] Completed KKRS in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:41.788878] [INFO ] [sig       ] [1835/3605] Forecasting KLAC...
[2025-12-11T20:26:41.788906] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-11T20:26:41.788936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-11T20:26:41.800638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-11T20:26:41.800921] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-11T20:26:41.801708] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-11T20:26:41.801758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:41.801788] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:41.801813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:41.801867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:41.856928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:41.857516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:41.857609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:41.857642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:41.979672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:41.979811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:41.979849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:41.979876] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:41.983174] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-12-11T20:26:41.983444] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-11T20:26:41.983562] [INFO ] [sig       ] KLAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:42.118244] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KLAC.txt
[2025-12-11T20:26:42.118365] [INFO ] [sig       ] [1835/3605] Completed KLAC in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:42.118401] [INFO ] [sig       ] [1836/3605] Forecasting KLIC...
[2025-12-11T20:26:42.118429] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-11T20:26:42.118456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-11T20:26:42.129644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-11T20:26:42.129925] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-11T20:26:42.130694] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-11T20:26:42.130743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:42.130774] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:42.130799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:42.130853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:42.186102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:42.186724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:42.186800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:42.186832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:42.308824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:42.308972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:42.309012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:42.309056] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:42.312370] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-12-11T20:26:42.312656] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-11T20:26:42.312777] [INFO ] [sig       ] KLIC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:42.448639] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KLIC.txt
[2025-12-11T20:26:42.448774] [INFO ] [sig       ] [1836/3605] Completed KLIC in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:42.448812] [INFO ] [sig       ] [1837/3605] Forecasting KLXE...
[2025-12-11T20:26:42.448841] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-11T20:26:42.448871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-11T20:26:42.459859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-11T20:26:42.460206] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-11T20:26:42.460990] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-11T20:26:42.461042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:42.461072] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:42.461097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:42.461151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:42.516297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:42.517006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:42.517085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:42.517116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:42.633601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:42.633756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:42.633798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:42.633827] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:42.637086] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-11T20:26:42.637352] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-11T20:26:42.637471] [INFO ] [sig       ] KLXE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:42.773604] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KLXE.txt
[2025-12-11T20:26:42.773734] [INFO ] [sig       ] [1837/3605] Completed KLXE in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-11T20:26:42.773772] [INFO ] [sig       ] [1838/3605] Forecasting KMB...
[2025-12-11T20:26:42.773800] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-11T20:26:42.773830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-11T20:26:42.789132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-11T20:26:42.789439] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-11T20:26:42.790210] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-11T20:26:42.790260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:42.790292] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:42.790317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:42.790373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:42.845677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:42.846328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:42.846421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:42.846452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:42.960743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:42.960908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:42.960946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:42.960973] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:42.964249] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-11T20:26:42.964517] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-11T20:26:42.964653] [INFO ] [sig       ] KMB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:43.099870] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KMB.txt
[2025-12-11T20:26:43.100003] [INFO ] [sig       ] [1838/3605] Completed KMB in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:43.100041] [INFO ] [sig       ] [1839/3605] Forecasting KMDA...
[2025-12-11T20:26:43.100070] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-11T20:26:43.100098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-11T20:26:43.113124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-11T20:26:43.113751] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-11T20:26:43.114748] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-11T20:26:43.114803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:43.114836] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:43.114865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:43.114923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:43.173151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:43.174246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:43.174387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:43.174424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:43.300696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:43.300936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:43.300983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:43.301012] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:43.305240] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=33.97%)
[2025-12-11T20:26:43.305595] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-11T20:26:43.305742] [INFO ] [sig       ] KMDA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:43.447928] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KMDA.txt
[2025-12-11T20:26:43.448113] [INFO ] [sig       ] [1839/3605] Completed KMDA in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:43.448152] [INFO ] [sig       ] [1840/3605] Forecasting KMI...
[2025-12-11T20:26:43.448182] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-11T20:26:43.448213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-11T20:26:43.461768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-11T20:26:43.462250] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-11T20:26:43.463138] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-11T20:26:43.463189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:43.463221] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:43.463264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:43.463323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:43.519483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:43.520377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:43.520468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:43.520499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:43.648089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:43.648335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:43.648382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:43.648413] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:43.653083] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-11T20:26:43.653596] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-11T20:26:43.653809] [INFO ] [sig       ] KMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:43.808515] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KMI.txt
[2025-12-11T20:26:43.808740] [INFO ] [sig       ] [1840/3605] Completed KMI in 0.4s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:43.808790] [INFO ] [sig       ] [1841/3605] Forecasting KMPB...
[2025-12-11T20:26:43.808821] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-11T20:26:43.808851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-11T20:26:43.823165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-11T20:26:43.823790] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-11T20:26:43.824874] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-11T20:26:43.824941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:43.824978] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:43.825005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:43.825065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:43.888669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:43.889829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:43.889940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:43.889990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:44.004172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:44.004442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:44.004487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:44.004515] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:44.008713] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-11T20:26:44.009163] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-11T20:26:44.009317] [INFO ] [sig       ] KMPB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:44.151993] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KMPB.txt
[2025-12-11T20:26:44.152185] [INFO ] [sig       ] [1841/3605] Completed KMPB in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:44.152228] [INFO ] [sig       ] [1842/3605] Forecasting KMX...
[2025-12-11T20:26:44.152257] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-11T20:26:44.152290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-11T20:26:44.165200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-11T20:26:44.165671] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-11T20:26:44.166612] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-11T20:26:44.166664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:44.166701] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:44.166726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:44.166784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:44.223961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:44.224885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:44.224990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:44.225027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:44.347626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:44.347916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:44.347965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:44.347995] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:44.351781] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-12-11T20:26:44.352083] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-11T20:26:44.352218] [INFO ] [sig       ] KMX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:44.494017] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KMX.txt
[2025-12-11T20:26:44.494215] [INFO ] [sig       ] [1842/3605] Completed KMX in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:44.494256] [INFO ] [sig       ] [1843/3605] Forecasting KN...
[2025-12-11T20:26:44.494284] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-11T20:26:44.494314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-11T20:26:44.506062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-11T20:26:44.506382] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-11T20:26:44.507169] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-11T20:26:44.507220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:44.507252] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:44.507278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:44.507333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:44.564233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:44.565204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:44.565288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:44.565320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:44.688939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:44.689099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:44.689139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:44.689166] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:44.692517] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=65.66%)
[2025-12-11T20:26:44.692798] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-11T20:26:44.692919] [INFO ] [sig       ] KN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:44.833426] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KN.txt
[2025-12-11T20:26:44.833566] [INFO ] [sig       ] [1843/3605] Completed KN in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:44.833624] [INFO ] [sig       ] [1844/3605] Forecasting KNF...
[2025-12-11T20:26:44.833653] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-11T20:26:44.833688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-11T20:26:44.845842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-11T20:26:44.846136] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-11T20:26:44.846964] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-11T20:26:44.847025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:44.847057] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:44.847083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:44.847137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:44.904997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:44.905678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:44.905756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:44.905788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:45.021707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:45.021860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:45.021901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:45.021930] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:45.025341] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-11T20:26:45.025633] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-11T20:26:45.025756] [INFO ] [sig       ] KNF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:45.165668] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KNF.txt
[2025-12-11T20:26:45.165795] [INFO ] [sig       ] [1844/3605] Completed KNF in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:45.165834] [INFO ] [sig       ] [1845/3605] Forecasting KNOP...
[2025-12-11T20:26:45.165863] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-11T20:26:45.165892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-11T20:26:45.177265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-11T20:26:45.177555] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-11T20:26:45.178374] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-11T20:26:45.178425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:45.178456] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:45.178482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:45.178537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:45.235650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:45.236375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:45.236473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:45.236507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:45.357136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:45.357297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:45.357338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:45.357368] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:45.361024] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2025-12-11T20:26:45.361319] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-11T20:26:45.361444] [INFO ] [sig       ] KNOP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:45.503225] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KNOP.txt
[2025-12-11T20:26:45.503391] [INFO ] [sig       ] [1845/3605] Completed KNOP in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:45.503432] [INFO ] [sig       ] [1846/3605] Forecasting KNSA...
[2025-12-11T20:26:45.503463] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-11T20:26:45.503493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-11T20:26:45.515732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-11T20:26:45.516126] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-11T20:26:45.516970] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-11T20:26:45.517031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:45.517090] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:45.517118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:45.517174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:45.575469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:45.576391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:45.576478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:45.576510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:45.696963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:45.697121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:45.697162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:45.697189] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:45.700708] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-12-11T20:26:45.701024] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-11T20:26:45.701156] [INFO ] [sig       ] KNSA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:45.842004] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KNSA.txt
[2025-12-11T20:26:45.842144] [INFO ] [sig       ] [1846/3605] Completed KNSA in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:45.842182] [INFO ] [sig       ] [1847/3605] Forecasting KNSL...
[2025-12-11T20:26:45.842211] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-11T20:26:45.842240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-11T20:26:45.853424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-11T20:26:45.853751] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-11T20:26:45.854530] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-11T20:26:45.854597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:45.854630] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:45.854656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:45.854711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:45.910850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:45.911541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:45.911635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:45.911668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:46.033636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:46.033795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:46.033835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:46.033863] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:46.037170] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-12-11T20:26:46.037438] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-11T20:26:46.037554] [INFO ] [sig       ] KNSL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:46.174125] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KNSL.txt
[2025-12-11T20:26:46.174274] [INFO ] [sig       ] [1847/3605] Completed KNSL in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:46.174311] [INFO ] [sig       ] [1848/3605] Forecasting KNTK...
[2025-12-11T20:26:46.174341] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-11T20:26:46.174369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-11T20:26:46.185909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-11T20:26:46.186284] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-11T20:26:46.187132] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-11T20:26:46.187184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:46.187216] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:46.187243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:46.187300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:46.244693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:46.245542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:46.245644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:46.245677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:46.367229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:46.367392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:46.367433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:46.367461] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:46.371059] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-12-11T20:26:46.371330] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-11T20:26:46.371455] [INFO ] [sig       ] KNTK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:46.509724] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KNTK.txt
[2025-12-11T20:26:46.509853] [INFO ] [sig       ] [1848/3605] Completed KNTK in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:46.509897] [INFO ] [sig       ] [1849/3605] Forecasting KNX...
[2025-12-11T20:26:46.509931] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-11T20:26:46.509967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-11T20:26:46.521795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-11T20:26:46.522071] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-11T20:26:46.522834] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-11T20:26:46.522885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:46.522924] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:46.522949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:46.523004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:46.579940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:46.580626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:46.580704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:46.580735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:46.698981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:46.699141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:46.699179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:46.699239] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:46.702501] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-11T20:26:46.702780] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-11T20:26:46.702896] [INFO ] [sig       ] KNX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:46.840161] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KNX.txt
[2025-12-11T20:26:46.840307] [INFO ] [sig       ] [1849/3605] Completed KNX in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:46.840345] [INFO ] [sig       ] [1850/3605] Forecasting KOD...
[2025-12-11T20:26:46.840374] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-11T20:26:46.840403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-11T20:26:46.854426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-11T20:26:46.854935] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-11T20:26:46.855866] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-11T20:26:46.855920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:46.855953] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:46.855979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:46.856034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:46.915408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:46.916344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:46.916428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:46.916463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:47.040019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:47.040179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:47.040220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:47.040248] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:47.043556] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=30.44%)
[2025-12-11T20:26:47.043848] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-11T20:26:47.043971] [INFO ] [sig       ] KOD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:47.183208] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KOD.txt
[2025-12-11T20:26:47.183367] [INFO ] [sig       ] [1850/3605] Completed KOD in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:47.183405] [INFO ] [sig       ] [1851/3605] Forecasting KODK...
[2025-12-11T20:26:47.183435] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-11T20:26:47.183464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-11T20:26:47.195155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-11T20:26:47.195472] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-11T20:26:47.196289] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-11T20:26:47.196340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:47.196372] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:47.196398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:47.196453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:47.253166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:47.253812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:47.253890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:47.253920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:47.374096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:47.374249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:47.374288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:47.374315] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:47.377610] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2025-12-11T20:26:47.377893] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-11T20:26:47.378013] [INFO ] [sig       ] KODK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:47.516317] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KODK.txt
[2025-12-11T20:26:47.516450] [INFO ] [sig       ] [1851/3605] Completed KODK in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:47.516487] [INFO ] [sig       ] [1852/3605] Forecasting KOF...
[2025-12-11T20:26:47.516515] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-11T20:26:47.516544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-11T20:26:47.527987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-11T20:26:47.528259] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-11T20:26:47.529048] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-11T20:26:47.529097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:47.529128] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:47.529153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:47.529208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:47.589449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:47.590160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:47.590246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:47.590279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:47.710922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:47.711088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:47.711128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:47.711154] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:47.714429] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-11T20:26:47.714711] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-11T20:26:47.714828] [INFO ] [sig       ] KOF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:47.857592] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KOF.txt
[2025-12-11T20:26:47.857753] [INFO ] [sig       ] [1852/3605] Completed KOF in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:47.857794] [INFO ] [sig       ] [1853/3605] Forecasting KOP...
[2025-12-11T20:26:47.857846] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-11T20:26:47.857883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-11T20:26:47.870850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-11T20:26:47.871205] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-11T20:26:47.872041] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-11T20:26:47.872106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:47.872139] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:47.872167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:47.872224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:47.932974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:47.933988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:47.934077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:47.934113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:48.060018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:48.060174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:48.060215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:48.060243] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:48.064058] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=21.61%)
[2025-12-11T20:26:48.064364] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-11T20:26:48.064495] [INFO ] [sig       ] KOP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:48.208197] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KOP.txt
[2025-12-11T20:26:48.208349] [INFO ] [sig       ] [1853/3605] Completed KOP in 0.4s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:48.208388] [INFO ] [sig       ] [1854/3605] Forecasting KOPN...
[2025-12-11T20:26:48.208417] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-11T20:26:48.208444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-11T20:26:48.221476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-11T20:26:48.221886] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-11T20:26:48.222718] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-11T20:26:48.222778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:48.222825] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:48.222857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:48.222917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:48.285081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:48.286016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:48.286102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:48.286135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:48.407437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:48.407624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:48.407667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:48.407694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:48.411427] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-11T20:26:48.411717] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-11T20:26:48.411841] [INFO ] [sig       ] KOPN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:48.579174] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KOPN.txt
[2025-12-11T20:26:48.579334] [INFO ] [sig       ] [1854/3605] Completed KOPN in 0.4s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-11T20:26:48.579379] [INFO ] [sig       ] [1855/3605] Forecasting KOS...
[2025-12-11T20:26:48.579413] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-11T20:26:48.579441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-11T20:26:48.593036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-11T20:26:48.593496] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-11T20:26:48.594489] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-11T20:26:48.594548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:48.594603] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:48.594632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:48.594689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:48.660209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:48.661399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:48.661516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:48.661568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:48.811385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:48.811556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:48.811619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:48.811650] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:48.815837] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=72.74%)
[2025-12-11T20:26:48.816229] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-11T20:26:48.816399] [INFO ] [sig       ] KOS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:49.023676] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KOS.txt
[2025-12-11T20:26:49.023833] [INFO ] [sig       ] [1855/3605] Completed KOS in 0.4s | 2.93 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-11T20:26:49.023874] [INFO ] [sig       ] [1856/3605] Forecasting KOSS...
[2025-12-11T20:26:49.023904] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-11T20:26:49.023937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-11T20:26:49.041458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-11T20:26:49.041996] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-11T20:26:49.043180] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-11T20:26:49.043249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:49.043302] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:49.043350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:49.043442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:49.122822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:49.124083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:49.124251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:49.124296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:49.287313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:49.287488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:49.287535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:49.287567] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:49.291620] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-12-11T20:26:49.292037] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-11T20:26:49.292201] [INFO ] [sig       ] KOSS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:49.453703] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KOSS.txt
[2025-12-11T20:26:49.453857] [INFO ] [sig       ] [1856/3605] Completed KOSS in 0.4s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:49.453916] [INFO ] [sig       ] [1857/3605] Forecasting KPRX...
[2025-12-11T20:26:49.453959] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-11T20:26:49.453991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-11T20:26:49.469004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-11T20:26:49.469460] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-11T20:26:49.470563] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-11T20:26:49.470653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:49.470700] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:49.470739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:49.470821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:49.540983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:49.541909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:49.541999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:49.542032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:49.669756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:49.669918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:49.669959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:49.669986] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:49.673986] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=80.94%)
[2025-12-11T20:26:49.674473] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-11T20:26:49.674627] [INFO ] [sig       ] KPRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:49.823555] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KPRX.txt
[2025-12-11T20:26:49.823728] [INFO ] [sig       ] [1857/3605] Completed KPRX in 0.4s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:49.823769] [INFO ] [sig       ] [1858/3605] Forecasting KPTI...
[2025-12-11T20:26:49.823800] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-11T20:26:49.823831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-11T20:26:49.834915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-11T20:26:49.835214] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-11T20:26:49.835991] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-11T20:26:49.836045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:49.836077] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:49.836103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:49.836157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:49.893398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:49.894167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:49.894250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:49.894284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:50.013145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:50.013300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:50.013339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:50.013366] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:50.016680] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-11T20:26:50.016971] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-11T20:26:50.017092] [INFO ] [sig       ] KPTI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:50.156350] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KPTI.txt
[2025-12-11T20:26:50.156492] [INFO ] [sig       ] [1858/3605] Completed KPTI in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:50.156531] [INFO ] [sig       ] [1859/3605] Forecasting KRC...
[2025-12-11T20:26:50.156562] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-11T20:26:50.156612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-11T20:26:50.167949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-11T20:26:50.168265] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-11T20:26:50.169067] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-11T20:26:50.169119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:50.169152] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:50.169179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:50.169236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:50.229213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:50.229985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:50.230067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:50.230101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:50.353216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:50.353354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:50.353393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:50.353420] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:50.356792] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-11T20:26:50.357087] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-11T20:26:50.357216] [INFO ] [sig       ] KRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:50.496968] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KRC.txt
[2025-12-11T20:26:50.497141] [INFO ] [sig       ] [1859/3605] Completed KRC in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:50.497183] [INFO ] [sig       ] [1860/3605] Forecasting KREF...
[2025-12-11T20:26:50.497211] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-11T20:26:50.497239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-11T20:26:50.508342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-11T20:26:50.508627] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-11T20:26:50.509382] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-11T20:26:50.509432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:50.509463] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:50.509488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:50.509543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:50.565988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:50.566626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:50.566703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:50.566734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:50.681745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:50.681869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:50.681925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:50.681953] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:50.685217] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-11T20:26:50.685479] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-11T20:26:50.685613] [INFO ] [sig       ] KREF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:50.823140] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KREF.txt
[2025-12-11T20:26:50.823252] [INFO ] [sig       ] [1860/3605] Completed KREF in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:50.823289] [INFO ] [sig       ] [1861/3605] Forecasting KRG...
[2025-12-11T20:26:50.823317] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-11T20:26:50.823345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-11T20:26:50.835426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-11T20:26:50.835766] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-11T20:26:50.836611] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-11T20:26:50.836662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:50.836694] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:50.836721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:50.836776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:50.892519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:50.893220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:50.893306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:50.893338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:51.012457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:51.012629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:51.012671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:51.012699] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:51.015996] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-12-11T20:26:51.016265] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-11T20:26:51.016383] [INFO ] [sig       ] KRG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:51.153020] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KRG.txt
[2025-12-11T20:26:51.153170] [INFO ] [sig       ] [1861/3605] Completed KRG in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:51.153210] [INFO ] [sig       ] [1862/3605] Forecasting KRMD...
[2025-12-11T20:26:51.153242] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-11T20:26:51.153272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-11T20:26:51.165687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-11T20:26:51.166051] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-11T20:26:51.167027] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-11T20:26:51.167079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:51.167112] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:51.167138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:51.167195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:51.228795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:51.229658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:51.229743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:51.229776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:51.351320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:51.351474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:51.351512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:51.351539] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:51.354817] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=57.44%)
[2025-12-11T20:26:51.355084] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-11T20:26:51.355202] [INFO ] [sig       ] KRMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:51.491499] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KRMD.txt
[2025-12-11T20:26:51.491645] [INFO ] [sig       ] [1862/3605] Completed KRMD in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:51.491684] [INFO ] [sig       ] [1863/3605] Forecasting KRNY...
[2025-12-11T20:26:51.491713] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-11T20:26:51.491741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-11T20:26:51.502939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-11T20:26:51.503265] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-11T20:26:51.504035] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-11T20:26:51.504085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:51.504144] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:51.504171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:51.504227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:51.559980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:51.560710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:51.560786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:51.560817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:51.676813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:51.676966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:51.677006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:51.677033] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:51.680295] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2025-12-11T20:26:51.680559] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-11T20:26:51.680697] [INFO ] [sig       ] KRNY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:51.816436] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KRNY.txt
[2025-12-11T20:26:51.816588] [INFO ] [sig       ] [1863/3605] Completed KRNY in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:51.816628] [INFO ] [sig       ] [1864/3605] Forecasting KRO...
[2025-12-11T20:26:51.816657] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-11T20:26:51.816685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-11T20:26:51.827965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-11T20:26:51.828278] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-11T20:26:51.829052] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-11T20:26:51.829101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:51.829143] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:51.829171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:51.829225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:51.886117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:51.886898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:51.886980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:51.887017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:52.009074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:52.009235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:52.009275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:52.009303] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:52.012732] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=76.08%)
[2025-12-11T20:26:52.013040] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-11T20:26:52.013179] [INFO ] [sig       ] KRO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:52.166488] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KRO.txt
[2025-12-11T20:26:52.166673] [INFO ] [sig       ] [1864/3605] Completed KRO in 0.4s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:52.166716] [INFO ] [sig       ] [1865/3605] Forecasting KROS...
[2025-12-11T20:26:52.166747] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-11T20:26:52.166777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-11T20:26:52.179779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-11T20:26:52.180086] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-11T20:26:52.180864] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-11T20:26:52.180914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:52.180945] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:52.180971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:52.181025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:52.236708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:52.237444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:52.237522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:52.237554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:52.358496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:52.358668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:52.358708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:52.358735] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:52.362078] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-12-11T20:26:52.362357] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-11T20:26:52.362476] [INFO ] [sig       ] KROS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:52.500198] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KROS.txt
[2025-12-11T20:26:52.500329] [INFO ] [sig       ] [1865/3605] Completed KROS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:52.500366] [INFO ] [sig       ] [1866/3605] Forecasting KRP...
[2025-12-11T20:26:52.500396] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-11T20:26:52.500425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-11T20:26:52.511561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-11T20:26:52.511889] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-11T20:26:52.512645] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-11T20:26:52.512695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:52.512725] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:52.512751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:52.512805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:52.569552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:52.570326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:52.570407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:52.570440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:52.690744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:52.690897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:52.690937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:52.690997] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:52.694414] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=67.77%)
[2025-12-11T20:26:52.694721] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-11T20:26:52.694847] [INFO ] [sig       ] KRP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:52.835116] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KRP.txt
[2025-12-11T20:26:52.835258] [INFO ] [sig       ] [1866/3605] Completed KRP in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:52.835296] [INFO ] [sig       ] [1867/3605] Forecasting KRRO...
[2025-12-11T20:26:52.835326] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-11T20:26:52.835354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-11T20:26:52.846676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-11T20:26:52.847004] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-11T20:26:52.847869] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-11T20:26:52.847983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:52.848016] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:52.848042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:52.848101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:52.905872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:52.906682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:52.906765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:52.906796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:53.031480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:53.031645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:53.031684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:53.031711] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:53.034961] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-12-11T20:26:53.035228] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-11T20:26:53.035346] [INFO ] [sig       ] KRRO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:53.174831] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KRRO.txt
[2025-12-11T20:26:53.174968] [INFO ] [sig       ] [1867/3605] Completed KRRO in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:53.175005] [INFO ] [sig       ] [1868/3605] Forecasting KRUS...
[2025-12-11T20:26:53.175041] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-11T20:26:53.175074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-11T20:26:53.185841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-11T20:26:53.186151] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-11T20:26:53.186957] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-11T20:26:53.187008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:53.187039] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:53.187065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:53.187122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:53.244075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:53.244866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:53.244946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:53.244978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:53.360030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:53.360192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:53.360237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:53.360265] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:53.363714] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-11T20:26:53.363994] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-11T20:26:53.364137] [INFO ] [sig       ] KRUS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:53.505014] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KRUS.txt
[2025-12-11T20:26:53.505146] [INFO ] [sig       ] [1868/3605] Completed KRUS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:53.505183] [INFO ] [sig       ] [1869/3605] Forecasting KRYS...
[2025-12-11T20:26:53.505211] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-11T20:26:53.505240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-11T20:26:53.516199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-11T20:26:53.516476] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-11T20:26:53.517275] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-11T20:26:53.517326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:53.517356] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:53.517382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:53.517436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:53.574535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:53.575303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:53.575384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:53.575416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:53.694862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:53.695008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:53.695046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:53.695073] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:53.698352] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-12-11T20:26:53.698634] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-11T20:26:53.698751] [INFO ] [sig       ] KRYS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:53.836321] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KRYS.txt
[2025-12-11T20:26:53.836457] [INFO ] [sig       ] [1869/3605] Completed KRYS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:53.836494] [INFO ] [sig       ] [1870/3605] Forecasting KSCP...
[2025-12-11T20:26:53.836522] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-11T20:26:53.836552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-11T20:26:53.847956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-11T20:26:53.848283] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-11T20:26:53.849120] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-11T20:26:53.849172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:53.849205] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:53.849232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:53.849290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:53.908282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:53.909011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:53.909092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:53.909125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:54.029976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:54.030119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:54.030161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:54.030192] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:54.033659] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: UP (p=57.68%)
[2025-12-11T20:26:54.033944] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-11T20:26:54.034077] [INFO ] [sig       ] KSCP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:54.173187] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KSCP.txt
[2025-12-11T20:26:54.173330] [INFO ] [sig       ] [1870/3605] Completed KSCP in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:54.173369] [INFO ] [sig       ] [1871/3605] Forecasting KSPI...
[2025-12-11T20:26:54.173399] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-11T20:26:54.173429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-11T20:26:54.184308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-11T20:26:54.184617] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-11T20:26:54.185356] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-11T20:26:54.185408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:54.185440] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:54.185467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:54.185523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:54.245346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:54.246129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:54.246212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:54.246247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:54.370444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:54.370615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:54.370659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:54.370706] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:54.374122] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-11T20:26:54.374405] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-11T20:26:54.374529] [INFO ] [sig       ] KSPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:54.513888] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KSPI.txt
[2025-12-11T20:26:54.514014] [INFO ] [sig       ] [1871/3605] Completed KSPI in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:54.514050] [INFO ] [sig       ] [1872/3605] Forecasting KSS...
[2025-12-11T20:26:54.514087] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-11T20:26:54.514132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-11T20:26:54.525358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-11T20:26:54.525674] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-11T20:26:54.526413] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-11T20:26:54.526462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:54.526493] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:54.526519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:54.526592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:54.584140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:54.584943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:54.585025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:54.585058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:54.708654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:54.708806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:54.708844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:54.708871] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:54.712223] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=25.83%)
[2025-12-11T20:26:54.712484] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-11T20:26:54.712620] [INFO ] [sig       ] KSS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:54.850566] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KSS.txt
[2025-12-11T20:26:54.850730] [INFO ] [sig       ] [1872/3605] Completed KSS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-11T20:26:54.850770] [INFO ] [sig       ] [1873/3605] Forecasting KTB...
[2025-12-11T20:26:54.850799] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-11T20:26:54.850828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-11T20:26:54.861845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-11T20:26:54.862164] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-11T20:26:54.862986] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-11T20:26:54.863037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:54.863070] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:54.863100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:54.863163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:54.922329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:54.923090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:54.923200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:54.923248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:55.048770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:55.048920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:55.048960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:55.048989] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:55.052495] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-11T20:26:55.052789] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-11T20:26:55.052927] [INFO ] [sig       ] KTB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:55.194112] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KTB.txt
[2025-12-11T20:26:55.194261] [INFO ] [sig       ] [1873/3605] Completed KTB in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-11T20:26:55.194300] [INFO ] [sig       ] [1874/3605] Forecasting KTCC...
[2025-12-11T20:26:55.194332] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-11T20:26:55.194362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-11T20:26:55.205369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-11T20:26:55.205733] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-11T20:26:55.206549] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-11T20:26:55.206632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:55.206668] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:55.206696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:55.206754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:55.267165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:55.267997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:55.268079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:55.268114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:55.377514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:55.377677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:55.377719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:55.377747] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:55.381504] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: UP (p=71.52%)
[2025-12-11T20:26:55.381833] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-11T20:26:55.381978] [INFO ] [sig       ] KTCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:55.525008] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KTCC.txt
[2025-12-11T20:26:55.525163] [INFO ] [sig       ] [1874/3605] Completed KTCC in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:55.525207] [INFO ] [sig       ] [1875/3605] Forecasting KTF...
[2025-12-11T20:26:55.525237] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-11T20:26:55.525272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-11T20:26:55.536626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-11T20:26:55.536987] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-11T20:26:55.537876] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-11T20:26:55.537928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:55.537961] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:55.537999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:55.538062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:55.597346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:55.598187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:55.598277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:55.598310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:55.722041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:55.722194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:55.722232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:55.722259] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:55.725528] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2025-12-11T20:26:55.725811] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-11T20:26:55.725930] [INFO ] [sig       ] KTF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:55.864723] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KTF.txt
[2025-12-11T20:26:55.864860] [INFO ] [sig       ] [1875/3605] Completed KTF in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:55.864896] [INFO ] [sig       ] [1876/3605] Forecasting KTOS...
[2025-12-11T20:26:55.864925] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-11T20:26:55.864953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-11T20:26:55.875770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-11T20:26:55.876052] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-11T20:26:55.876812] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-11T20:26:55.876861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:55.876891] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:55.876917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:55.876971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:55.934628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:55.935331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:55.935410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:55.935443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:56.052224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:56.052376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:56.052414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:56.052442] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:56.055740] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=38.96%)
[2025-12-11T20:26:56.056003] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-11T20:26:56.056124] [INFO ] [sig       ] KTOS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:56.195586] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KTOS.txt
[2025-12-11T20:26:56.195748] [INFO ] [sig       ] [1876/3605] Completed KTOS in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:56.195786] [INFO ] [sig       ] [1877/3605] Forecasting KURA...
[2025-12-11T20:26:56.195814] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-11T20:26:56.195844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-11T20:26:56.207435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-11T20:26:56.207743] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-11T20:26:56.208536] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-11T20:26:56.208603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:56.208637] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:56.208662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:56.208717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:56.266820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:56.267492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:56.267588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:56.267623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:56.393816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:56.393979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:56.394019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:56.394047] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:56.397532] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=24.10%)
[2025-12-11T20:26:56.397924] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-11T20:26:56.398064] [INFO ] [sig       ] KURA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:56.543703] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KURA.txt
[2025-12-11T20:26:56.543859] [INFO ] [sig       ] [1877/3605] Completed KURA in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:56.543899] [INFO ] [sig       ] [1878/3605] Forecasting KVHI...
[2025-12-11T20:26:56.543929] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-11T20:26:56.543959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-11T20:26:56.555914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-11T20:26:56.556288] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-11T20:26:56.557137] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-11T20:26:56.557189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:56.557221] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:56.557248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:56.557303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:56.615492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:56.616346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:56.616430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:56.616463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:56.728332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:56.728482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:56.728528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:56.728555] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:56.731851] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-12-11T20:26:56.732115] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-11T20:26:56.732233] [INFO ] [sig       ] KVHI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:56.872752] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KVHI.txt
[2025-12-11T20:26:56.872896] [INFO ] [sig       ] [1878/3605] Completed KVHI in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:56.872934] [INFO ] [sig       ] [1879/3605] Forecasting KVUE...
[2025-12-11T20:26:56.872963] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-11T20:26:56.872999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-11T20:26:56.884484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-11T20:26:56.884833] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-11T20:26:56.885623] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-11T20:26:56.885674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:56.885707] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:56.885733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:56.885789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:56.943200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:56.944027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:56.944108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:56.944142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:57.057693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:57.057864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:57.057905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:57.057934] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:57.061296] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-12-11T20:26:57.061560] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-11T20:26:57.061694] [INFO ] [sig       ] KVUE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:57.203118] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/KVUE.txt
[2025-12-11T20:26:57.203252] [INFO ] [sig       ] [1879/3605] Completed KVUE in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:57.203289] [INFO ] [sig       ] [1880/3605] Forecasting KVYO...
[2025-12-11T20:26:57.203318] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-11T20:26:57.203347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-11T20:26:57.214606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-11T20:26:57.214897] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-11T20:26:57.215694] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-11T20:26:57.215744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:57.215799] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:57.215827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:57.215883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:57.274497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:57.275310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:57.275390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:57.275422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:57.401545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:57.401725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:57.401766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:57.401793] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:57.405327] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=71.98%)
[2025-12-11T20:26:57.405623] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-11T20:26:57.405756] [INFO ] [sig       ] KVYO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:57.545981] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KVYO.txt
[2025-12-11T20:26:57.546117] [INFO ] [sig       ] [1880/3605] Completed KVYO in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:57.546156] [INFO ] [sig       ] [1881/3605] Forecasting KYN...
[2025-12-11T20:26:57.546184] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-11T20:26:57.546213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-11T20:26:57.557676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-11T20:26:57.557982] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-11T20:26:57.558750] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-11T20:26:57.558799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:57.558830] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:57.558856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:57.558911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:57.616108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:57.616861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:57.616939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:57.616970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:57.735065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:57.735220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:57.735260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:57.735288] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:57.738666] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-12-11T20:26:57.738931] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-11T20:26:57.739049] [INFO ] [sig       ] KYN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:57.877794] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KYN.txt
[2025-12-11T20:26:57.877961] [INFO ] [sig       ] [1881/3605] Completed KYN in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:57.878000] [INFO ] [sig       ] [1882/3605] Forecasting KYTX...
[2025-12-11T20:26:57.878029] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-11T20:26:57.878056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-11T20:26:57.889917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-11T20:26:57.890269] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-11T20:26:57.891061] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-11T20:26:57.891113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:57.891145] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:57.891171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:57.891233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:57.952528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:57.953376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:57.953457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:57.953491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:58.078309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:58.078457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:58.078498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:58.078527] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:58.081939] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-11T20:26:58.082213] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-11T20:26:58.082330] [INFO ] [sig       ] KYTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:58.222110] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KYTX.txt
[2025-12-11T20:26:58.222248] [INFO ] [sig       ] [1882/3605] Completed KYTX in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:58.222284] [INFO ] [sig       ] [1883/3605] Forecasting KZIA...
[2025-12-11T20:26:58.222313] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-11T20:26:58.222342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-11T20:26:58.233965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-11T20:26:58.234319] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-11T20:26:58.235080] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-11T20:26:58.235130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:58.235161] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:58.235187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:58.235242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:58.292497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:58.293390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:58.293475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:58.293508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:58.410225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:58.410381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:58.410422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:58.410488] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:58.413913] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-12-11T20:26:58.414203] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-11T20:26:58.414326] [INFO ] [sig       ] KZIA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:58.552692] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/KZIA.txt
[2025-12-11T20:26:58.552849] [INFO ] [sig       ] [1883/3605] Completed KZIA in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:58.552887] [INFO ] [sig       ] [1884/3605] Forecasting L...
[2025-12-11T20:26:58.552915] [INFO ] [sig       ] Generating forecast for: L
[2025-12-11T20:26:58.552945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-11T20:26:58.564435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-11T20:26:58.564841] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-11T20:26:58.565623] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-11T20:26:58.565675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:58.565707] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:58.565734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:58.565791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:58.630480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:58.631605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:58.631709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:58.631754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:58.752513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:58.752676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:58.752718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:58.752745] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:58.756019] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=83.36%)
[2025-12-11T20:26:58.756283] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-11T20:26:58.756403] [INFO ] [sig       ] L: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:58.898067] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/L.txt
[2025-12-11T20:26:58.898223] [INFO ] [sig       ] [1884/3605] Completed L in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:58.898263] [INFO ] [sig       ] [1885/3605] Forecasting LAB...
[2025-12-11T20:26:58.898293] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-11T20:26:58.898323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-11T20:26:58.911455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-11T20:26:58.911898] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-11T20:26:58.912807] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-11T20:26:58.912863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:58.912896] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:58.912923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:58.912980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:58.976534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:58.977519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:58.977625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:58.977660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:59.099526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:59.099692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:59.099732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:59.099760] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:59.103043] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-11T20:26:59.103305] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-11T20:26:59.103423] [INFO ] [sig       ] LAB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:59.240438] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LAB.txt
[2025-12-11T20:26:59.240797] [INFO ] [sig       ] [1885/3605] Completed LAB in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:59.240836] [INFO ] [sig       ] [1886/3605] Forecasting LAC...
[2025-12-11T20:26:59.240865] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-11T20:26:59.240894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-11T20:26:59.253689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-11T20:26:59.254006] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-11T20:26:59.254767] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-11T20:26:59.254817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:59.254848] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:59.254874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:59.254928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:59.310779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:59.311521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:59.311614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:59.311648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:59.431469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:59.431652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:59.431694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:59.431722] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:59.435097] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-11T20:26:59.435361] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-11T20:26:59.435478] [INFO ] [sig       ] LAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:26:59.573207] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LAC.txt
[2025-12-11T20:26:59.573339] [INFO ] [sig       ] [1886/3605] Completed LAC in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:59.573377] [INFO ] [sig       ] [1887/3605] Forecasting LAD...
[2025-12-11T20:26:59.573405] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-11T20:26:59.573434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-11T20:26:59.584935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-11T20:26:59.585221] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-11T20:26:59.585987] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-11T20:26:59.586038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:59.586069] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:59.586095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:59.586150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:59.643049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:59.643880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:59.643958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:59.643990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:26:59.757848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:26:59.758014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:26:59.758058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:26:59.758086] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:26:59.761493] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-11T20:26:59.761780] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-11T20:26:59.761903] [INFO ] [sig       ] LAD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:26:59.899964] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LAD.txt
[2025-12-11T20:26:59.900096] [INFO ] [sig       ] [1887/3605] Completed LAD in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:26:59.900141] [INFO ] [sig       ] [1888/3605] Forecasting LAES...
[2025-12-11T20:26:59.900177] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-11T20:26:59.900213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-11T20:26:59.911665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-11T20:26:59.911954] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-11T20:26:59.912727] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-11T20:26:59.912798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:26:59.912830] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:26:59.912856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:26:59.912912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:26:59.968863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:26:59.969654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:26:59.969732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:26:59.969763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:00.085224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:00.085379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:00.085422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:00.085450] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:00.088833] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2025-12-11T20:27:00.089101] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-11T20:27:00.089221] [INFO ] [sig       ] LAES: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:00.235384] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LAES.txt
[2025-12-11T20:27:00.235546] [INFO ] [sig       ] [1888/3605] Completed LAES in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:27:00.235603] [INFO ] [sig       ] [1889/3605] Forecasting LAKE...
[2025-12-11T20:27:00.235635] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-11T20:27:00.235665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-11T20:27:00.247289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-11T20:27:00.247656] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-11T20:27:00.248540] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-11T20:27:00.248612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:00.248645] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:00.248673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:00.248730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:00.312898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:00.313822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:00.313921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:00.313965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:00.444256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:00.444418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:00.444460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:00.444488] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:00.448075] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-12-11T20:27:00.448352] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-11T20:27:00.448476] [INFO ] [sig       ] LAKE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:00.592478] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LAKE.txt
[2025-12-11T20:27:00.592621] [INFO ] [sig       ] [1889/3605] Completed LAKE in 0.4s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:27:00.592661] [INFO ] [sig       ] [1890/3605] Forecasting LAND...
[2025-12-11T20:27:00.592690] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-11T20:27:00.592719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-11T20:27:00.606395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-11T20:27:00.606857] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-11T20:27:00.607821] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-11T20:27:00.607904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:00.607937] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:00.607965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:00.608024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:00.666495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:00.667350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:00.667479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:00.667522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:00.794928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:00.795103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:00.795145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:00.795173] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:00.799134] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-12-11T20:27:00.799421] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-11T20:27:00.799560] [INFO ] [sig       ] LAND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:00.941260] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LAND.txt
[2025-12-11T20:27:00.941397] [INFO ] [sig       ] [1890/3605] Completed LAND in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-11T20:27:00.941436] [INFO ] [sig       ] [1891/3605] Forecasting LANDO...
[2025-12-11T20:27:00.941465] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-11T20:27:00.941495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-11T20:27:00.952954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-11T20:27:00.953322] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-11T20:27:00.954104] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-11T20:27:00.954154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:00.954185] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:00.954210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:00.954264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:01.012006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:01.012919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:01.013004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:01.013037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:01.118871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:01.119033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:01.119073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:01.119100] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:01.122480] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-11T20:27:01.122768] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-11T20:27:01.122890] [INFO ] [sig       ] LANDO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:01.275428] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LANDO.txt
[2025-12-11T20:27:01.275622] [INFO ] [sig       ] [1891/3605] Completed LANDO in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:01.275672] [INFO ] [sig       ] [1892/3605] Forecasting LANDP...
[2025-12-11T20:27:01.275703] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-11T20:27:01.275734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-11T20:27:01.288399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-11T20:27:01.288834] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-11T20:27:01.289682] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-11T20:27:01.289736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:01.289768] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:01.289794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:01.289850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:01.361813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:01.362768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:01.362855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:01.362890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:01.490849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:01.491023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:01.491066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:01.491094] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:01.494674] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=62.61%)
[2025-12-11T20:27:01.495004] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-11T20:27:01.495144] [INFO ] [sig       ] LANDP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:01.634386] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LANDP.txt
[2025-12-11T20:27:01.634540] [INFO ] [sig       ] [1892/3605] Completed LANDP in 0.4s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:01.634601] [INFO ] [sig       ] [1893/3605] Forecasting LASE...
[2025-12-11T20:27:01.634633] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-11T20:27:01.634662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-11T20:27:01.646227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-11T20:27:01.646625] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-11T20:27:01.647410] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-11T20:27:01.647462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:01.647494] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:01.647520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:01.647592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:01.703484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:01.704369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:01.704454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:01.704485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:01.822480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:01.822665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:01.822706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:01.822737] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:01.826264] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2025-12-11T20:27:01.826623] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-11T20:27:01.826759] [INFO ] [sig       ] LASE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:01.969556] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LASE.txt
[2025-12-11T20:27:01.969731] [INFO ] [sig       ] [1893/3605] Completed LASE in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:01.969771] [INFO ] [sig       ] [1894/3605] Forecasting LAZ...
[2025-12-11T20:27:01.969801] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-11T20:27:01.969832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-11T20:27:01.982131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-11T20:27:01.982507] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-11T20:27:01.983309] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-11T20:27:01.983361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:01.983392] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:01.983417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:01.983472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:02.043099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:02.043992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:02.044082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:02.044116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:02.168735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:02.168897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:02.168937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:02.168966] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:02.172587] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-11T20:27:02.172874] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-11T20:27:02.173002] [INFO ] [sig       ] LAZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:02.313000] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LAZ.txt
[2025-12-11T20:27:02.313157] [INFO ] [sig       ] [1894/3605] Completed LAZ in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:02.313198] [INFO ] [sig       ] [1895/3605] Forecasting LBRDA...
[2025-12-11T20:27:02.313228] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-11T20:27:02.313259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-11T20:27:02.325533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-11T20:27:02.325945] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-11T20:27:02.326750] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-11T20:27:02.326803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:02.326836] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:02.326863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:02.326919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:02.385468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:02.386342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:02.386429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:02.386462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:02.523793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:02.523971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:02.524079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:02.524123] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:02.528877] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-11T20:27:02.529283] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-11T20:27:02.529450] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:02.670709] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LBRDA.txt
[2025-12-11T20:27:02.670860] [INFO ] [sig       ] [1895/3605] Completed LBRDA in 0.4s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:02.670898] [INFO ] [sig       ] [1896/3605] Forecasting LBRDK...
[2025-12-11T20:27:02.670927] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-11T20:27:02.670956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-11T20:27:02.682249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-11T20:27:02.682612] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-11T20:27:02.683374] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-11T20:27:02.683425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:02.683456] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:02.683481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:02.683535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:02.738979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:02.739796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:02.739875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:02.739907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:02.854909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:02.855034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:02.855071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:02.855098] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:02.858255] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-11T20:27:02.858514] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-11T20:27:02.858652] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:02.999356] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LBRDK.txt
[2025-12-11T20:27:02.999472] [INFO ] [sig       ] [1896/3605] Completed LBRDK in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:02.999509] [INFO ] [sig       ] [1897/3605] Forecasting LBTYA...
[2025-12-11T20:27:02.999537] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-11T20:27:02.999566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-11T20:27:03.011531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-11T20:27:03.011905] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-11T20:27:03.012702] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-11T20:27:03.012776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:03.012809] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:03.012835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:03.012894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:03.068511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:03.069424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:03.069505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:03.069537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:03.185671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:03.185820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:03.185859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:03.185886] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:03.189162] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=25.33%)
[2025-12-11T20:27:03.189422] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-11T20:27:03.189538] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:03.326498] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LBTYA.txt
[2025-12-11T20:27:03.326635] [INFO ] [sig       ] [1897/3605] Completed LBTYA in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:03.326675] [INFO ] [sig       ] [1898/3605] Forecasting LBTYK...
[2025-12-11T20:27:03.326703] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-11T20:27:03.326741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-11T20:27:03.338506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-11T20:27:03.338871] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-11T20:27:03.339685] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-11T20:27:03.339738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:03.339770] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:03.339799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:03.339856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:03.398701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:03.399322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:03.399423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:03.399455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:03.516478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:03.516655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:03.516695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:03.516723] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:03.520056] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-11T20:27:03.520313] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-11T20:27:03.520429] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:03.657424] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LBTYK.txt
[2025-12-11T20:27:03.657544] [INFO ] [sig       ] [1898/3605] Completed LBTYK in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:03.657596] [INFO ] [sig       ] [1899/3605] Forecasting LC...
[2025-12-11T20:27:03.657627] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-11T20:27:03.657656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-11T20:27:03.669664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-11T20:27:03.670016] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-11T20:27:03.670948] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-11T20:27:03.671014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:03.671047] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:03.671075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:03.671131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:03.734046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:03.734960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:03.735042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:03.735077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:03.851957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:03.852107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:03.852145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:03.852172] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:03.855513] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-12-11T20:27:03.855792] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-11T20:27:03.855910] [INFO ] [sig       ] LC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:03.991645] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LC.txt
[2025-12-11T20:27:03.991773] [INFO ] [sig       ] [1899/3605] Completed LC in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:03.991810] [INFO ] [sig       ] [1900/3605] Forecasting LCFY...
[2025-12-11T20:27:03.991839] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-11T20:27:03.991868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-11T20:27:04.003014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-11T20:27:04.003331] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-11T20:27:04.004116] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-11T20:27:04.004167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:04.004200] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:04.004227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:04.004284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:04.062153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:04.062993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:04.063076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:04.063109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:04.180646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:04.180812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:04.180904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:04.180945] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:04.184428] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-12-11T20:27:04.184722] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-11T20:27:04.184849] [INFO ] [sig       ] LCFY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:04.329155] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LCFY.txt
[2025-12-11T20:27:04.329280] [INFO ] [sig       ] [1900/3605] Completed LCFY in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:04.329316] [INFO ] [sig       ] [1901/3605] Forecasting LCID...
[2025-12-11T20:27:04.329345] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-11T20:27:04.329374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-11T20:27:04.340466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-11T20:27:04.340754] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-11T20:27:04.341487] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-11T20:27:04.341537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:04.341568] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:04.341615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:04.341675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:04.397428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:04.398165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:04.398244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:04.398276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:04.522893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:04.523153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:04.523193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:04.523221] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:04.526542] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-12-11T20:27:04.526828] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-11T20:27:04.526945] [INFO ] [sig       ] LCID: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:04.663206] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LCID.txt
[2025-12-11T20:27:04.663337] [INFO ] [sig       ] [1901/3605] Completed LCID in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:04.663376] [INFO ] [sig       ] [1902/3605] Forecasting LCII...
[2025-12-11T20:27:04.663405] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-11T20:27:04.663433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-11T20:27:04.674636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-11T20:27:04.674881] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-11T20:27:04.675634] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-11T20:27:04.675684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:04.675714] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:04.675741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:04.675795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:04.731279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:04.731915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:04.731990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:04.732021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:04.846004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:04.846136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:04.846172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:04.846199] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:04.849474] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=21.38%)
[2025-12-11T20:27:04.849751] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-11T20:27:04.849867] [INFO ] [sig       ] LCII: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:04.986700] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LCII.txt
[2025-12-11T20:27:04.986822] [INFO ] [sig       ] [1902/3605] Completed LCII in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:04.986864] [INFO ] [sig       ] [1903/3605] Forecasting LCNB...
[2025-12-11T20:27:04.986893] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-11T20:27:04.986923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-11T20:27:04.998849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-11T20:27:04.999151] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-11T20:27:04.999919] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-11T20:27:04.999969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:05.000001] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:05.000027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:05.000081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:05.056020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:05.056643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:05.056718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:05.056749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:05.165668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:05.165787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:05.165823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:05.165850] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:05.169023] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-12-11T20:27:05.169278] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-11T20:27:05.169392] [INFO ] [sig       ] LCNB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:05.305167] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LCNB.txt
[2025-12-11T20:27:05.305284] [INFO ] [sig       ] [1903/3605] Completed LCNB in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:05.305321] [INFO ] [sig       ] [1904/3605] Forecasting LDI...
[2025-12-11T20:27:05.305373] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-11T20:27:05.305404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-11T20:27:05.316321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-11T20:27:05.316601] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-11T20:27:05.317342] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-11T20:27:05.317393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:05.317424] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:05.317450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:05.317505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:05.374088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:05.375090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:05.375175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:05.375208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:05.494220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:05.494384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:05.494429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:05.494457] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:05.497797] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-11T20:27:05.498095] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-11T20:27:05.498237] [INFO ] [sig       ] LDI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:05.640635] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LDI.txt
[2025-12-11T20:27:05.640840] [INFO ] [sig       ] [1904/3605] Completed LDI in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:05.640884] [INFO ] [sig       ] [1905/3605] Forecasting LDOS...
[2025-12-11T20:27:05.640912] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-11T20:27:05.640942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-11T20:27:05.653511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-11T20:27:05.653860] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-11T20:27:05.654678] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-11T20:27:05.654730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:05.654762] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:05.654788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:05.654843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:05.711456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:05.712092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:05.712170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:05.712203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:05.830063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:05.830227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:05.830269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:05.830297] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:05.833705] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-12-11T20:27:05.833990] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-11T20:27:05.834116] [INFO ] [sig       ] LDOS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:05.977796] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LDOS.txt
[2025-12-11T20:27:05.977976] [INFO ] [sig       ] [1905/3605] Completed LDOS in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:05.978015] [INFO ] [sig       ] [1906/3605] Forecasting LDP...
[2025-12-11T20:27:05.978045] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-11T20:27:05.978073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-11T20:27:05.989874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-11T20:27:05.990241] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-11T20:27:05.991099] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-11T20:27:05.991153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:05.991185] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:05.991212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:05.991269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:06.048644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:06.049466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:06.049546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:06.049598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:06.169099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:06.169239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:06.169294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:06.169324] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:06.172699] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=34.04%)
[2025-12-11T20:27:06.172963] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-11T20:27:06.173080] [INFO ] [sig       ] LDP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:06.317233] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LDP.txt
[2025-12-11T20:27:06.317351] [INFO ] [sig       ] [1906/3605] Completed LDP in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:06.317388] [INFO ] [sig       ] [1907/3605] Forecasting LDSF...
[2025-12-11T20:27:06.317419] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-11T20:27:06.317448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-11T20:27:06.328898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-11T20:27:06.329244] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-11T20:27:06.330111] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-11T20:27:06.330164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:06.330197] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:06.330224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:06.330306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:06.387978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:06.388796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:06.388876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:06.388907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:06.499676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:06.499838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:06.499886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:06.499916] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:06.503433] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-11T20:27:06.503734] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-11T20:27:06.503859] [INFO ] [sig       ] LDSF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:06.648725] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LDSF.txt
[2025-12-11T20:27:06.648877] [INFO ] [sig       ] [1907/3605] Completed LDSF in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-11T20:27:06.648915] [INFO ] [sig       ] [1908/3605] Forecasting LE...
[2025-12-11T20:27:06.648945] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-11T20:27:06.648975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-11T20:27:06.660402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-11T20:27:06.660732] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-11T20:27:06.661500] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-11T20:27:06.661551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:06.661607] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:06.661637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:06.661693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:06.717812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:06.718423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:06.718512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:06.718544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:06.838943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:06.839094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:06.839134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:06.839164] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:06.842568] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-12-11T20:27:06.842870] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-11T20:27:06.842995] [INFO ] [sig       ] LE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:06.980894] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LE.txt
[2025-12-11T20:27:06.981024] [INFO ] [sig       ] [1908/3605] Completed LE in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-11T20:27:06.981061] [INFO ] [sig       ] [1909/3605] Forecasting LEA...
[2025-12-11T20:27:06.981091] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-11T20:27:06.981120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-11T20:27:06.993029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-11T20:27:06.993355] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-11T20:27:06.994135] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-11T20:27:06.994185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:06.994216] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:06.994241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:06.994296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:07.049585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:07.050314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:07.050392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:07.050424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:07.165203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:07.165367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:07.165408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:07.165436] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:07.168818] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-11T20:27:07.169084] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-11T20:27:07.169202] [INFO ] [sig       ] LEA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:07.306465] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LEA.txt
[2025-12-11T20:27:07.306620] [INFO ] [sig       ] [1909/3605] Completed LEA in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:07.306660] [INFO ] [sig       ] [1910/3605] Forecasting LECO...
[2025-12-11T20:27:07.306689] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-11T20:27:07.306719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-11T20:27:07.318011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-11T20:27:07.318330] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-11T20:27:07.319122] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-11T20:27:07.319172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:07.319215] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:07.319242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:07.319297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:07.374912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:07.375590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:07.375667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:07.375699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:07.493449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:07.493641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:07.493683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:07.493710] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:07.497073] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=37.19%)
[2025-12-11T20:27:07.497376] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-11T20:27:07.497495] [INFO ] [sig       ] LECO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:07.634553] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LECO.txt
[2025-12-11T20:27:07.634703] [INFO ] [sig       ] [1910/3605] Completed LECO in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:07.634741] [INFO ] [sig       ] [1911/3605] Forecasting LEG...
[2025-12-11T20:27:07.634771] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-11T20:27:07.634800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-11T20:27:07.646053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-11T20:27:07.646381] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-11T20:27:07.647167] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-11T20:27:07.647218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:07.647249] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:07.647275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:07.647330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:07.704279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:07.705124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:07.705206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:07.705239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:07.824658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:07.824814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:07.824858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:07.824886] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:07.828326] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-11T20:27:07.828641] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-11T20:27:07.828770] [INFO ] [sig       ] LEG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:07.967750] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LEG.txt
[2025-12-11T20:27:07.967912] [INFO ] [sig       ] [1911/3605] Completed LEG in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:07.967953] [INFO ] [sig       ] [1912/3605] Forecasting LEGH...
[2025-12-11T20:27:07.967984] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-11T20:27:07.968013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-11T20:27:07.979630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-11T20:27:07.979941] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-11T20:27:07.980723] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-11T20:27:07.980774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:07.980805] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:07.980831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:07.980886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:08.038097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:08.039032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:08.039115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:08.039147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:08.155197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:08.155351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:08.155391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:08.155420] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:08.158796] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=69.71%)
[2025-12-11T20:27:08.159097] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-11T20:27:08.159225] [INFO ] [sig       ] LEGH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:08.304699] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LEGH.txt
[2025-12-11T20:27:08.304851] [INFO ] [sig       ] [1912/3605] Completed LEGH in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:08.304890] [INFO ] [sig       ] [1913/3605] Forecasting LEGN...
[2025-12-11T20:27:08.304919] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-11T20:27:08.304947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-11T20:27:08.316520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-11T20:27:08.316865] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-11T20:27:08.317650] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-11T20:27:08.317700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:08.317732] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:08.317758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:08.317812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:08.374256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:08.374937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:08.375015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:08.375047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:08.495368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:08.495517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:08.495557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:08.495601] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:08.498961] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-11T20:27:08.499235] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-11T20:27:08.499358] [INFO ] [sig       ] LEGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:08.642259] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LEGN.txt
[2025-12-11T20:27:08.642393] [INFO ] [sig       ] [1913/3605] Completed LEGN in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:08.642436] [INFO ] [sig       ] [1914/3605] Forecasting LEN...
[2025-12-11T20:27:08.642474] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-11T20:27:08.642506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-11T20:27:08.654590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-11T20:27:08.654894] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-11T20:27:08.655657] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-11T20:27:08.655707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:08.655738] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:08.655764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:08.655818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:08.711949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:08.712828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:08.712908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:08.712941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:08.833101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:08.833250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:08.833289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:08.833317] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:08.836600] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=52.16%)
[2025-12-11T20:27:08.836863] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-11T20:27:08.836984] [INFO ] [sig       ] LEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:08.973972] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LEN.txt
[2025-12-11T20:27:08.974099] [INFO ] [sig       ] [1914/3605] Completed LEN in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:08.974136] [INFO ] [sig       ] [1915/3605] Forecasting LENZ...
[2025-12-11T20:27:08.974165] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-11T20:27:08.974194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-11T20:27:08.985077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-11T20:27:08.985361] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-11T20:27:08.986125] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-11T20:27:08.986174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:08.986206] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:08.986232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:08.986287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:09.045497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:09.046292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:09.046370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:09.046403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:09.162628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:09.162780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:09.162821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:09.162850] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:09.166188] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-12-11T20:27:09.166452] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-11T20:27:09.166588] [INFO ] [sig       ] LENZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:09.302448] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LENZ.txt
[2025-12-11T20:27:09.302603] [INFO ] [sig       ] [1915/3605] Completed LENZ in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:09.302642] [INFO ] [sig       ] [1916/3605] Forecasting LEO...
[2025-12-11T20:27:09.302671] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-11T20:27:09.302699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-11T20:27:09.314336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-11T20:27:09.314687] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-11T20:27:09.315439] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-11T20:27:09.315489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:09.315519] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:09.315545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:09.315623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:09.371056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:09.371728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:09.371804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:09.371834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:09.488416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:09.488593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:09.488633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:09.488661] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:09.491884] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-12-11T20:27:09.492144] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-11T20:27:09.492260] [INFO ] [sig       ] LEO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:09.628532] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LEO.txt
[2025-12-11T20:27:09.628673] [INFO ] [sig       ] [1916/3605] Completed LEO in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:09.628712] [INFO ] [sig       ] [1917/3605] Forecasting LESL...
[2025-12-11T20:27:09.628740] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-11T20:27:09.628768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-11T20:27:09.639816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-11T20:27:09.640109] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-11T20:27:09.640889] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-11T20:27:09.640939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:09.640970] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:09.640996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:09.641051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:09.699202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:09.700204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:09.700291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:09.700324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:09.823267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:09.823426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:09.823472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:09.823518] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:09.826955] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-11T20:27:09.827235] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-11T20:27:09.827362] [INFO ] [sig       ] LESL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:09.966127] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LESL.txt
[2025-12-11T20:27:09.966277] [INFO ] [sig       ] [1917/3605] Completed LESL in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:09.966316] [INFO ] [sig       ] [1918/3605] Forecasting LEVI...
[2025-12-11T20:27:09.966346] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-11T20:27:09.966376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-11T20:27:09.978215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-11T20:27:09.978538] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-11T20:27:09.979345] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-11T20:27:09.979397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:09.979428] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:09.979454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:09.979507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:10.034526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:10.035255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:10.035339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:10.035370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:10.154255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:10.154408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:10.154453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:10.154481] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:10.157766] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-11T20:27:10.158070] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-11T20:27:10.158191] [INFO ] [sig       ] LEVI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:10.293405] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LEVI.txt
[2025-12-11T20:27:10.293536] [INFO ] [sig       ] [1918/3605] Completed LEVI in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:10.293591] [INFO ] [sig       ] [1919/3605] Forecasting LFMD...
[2025-12-11T20:27:10.293622] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-11T20:27:10.293651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-11T20:27:10.307406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-11T20:27:10.307817] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-11T20:27:10.308799] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-11T20:27:10.308859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:10.308898] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:10.308934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:10.309006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:10.367103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:10.367952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:10.368035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:10.368066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:10.490731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:10.490890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:10.490930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:10.490957] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:10.494283] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-11T20:27:10.494543] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-11T20:27:10.494679] [INFO ] [sig       ] LFMD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:10.630099] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LFMD.txt
[2025-12-11T20:27:10.630230] [INFO ] [sig       ] [1919/3605] Completed LFMD in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:10.630266] [INFO ] [sig       ] [1920/3605] Forecasting LFUS...
[2025-12-11T20:27:10.630295] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-11T20:27:10.630324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-11T20:27:10.644429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-11T20:27:10.645032] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-11T20:27:10.645996] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-11T20:27:10.646053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:10.646087] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:10.646114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:10.646173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:10.703238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:10.704512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:10.704675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:10.704714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:10.830757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:10.830997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:10.831043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:10.831072] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:10.834940] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=23.84%)
[2025-12-11T20:27:10.835259] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-11T20:27:10.835404] [INFO ] [sig       ] LFUS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:10.976326] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LFUS.txt
[2025-12-11T20:27:10.976528] [INFO ] [sig       ] [1920/3605] Completed LFUS in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:10.976632] [INFO ] [sig       ] [1921/3605] Forecasting LFVN...
[2025-12-11T20:27:10.976663] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-11T20:27:10.976695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-11T20:27:10.989932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-11T20:27:10.990679] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-11T20:27:10.992019] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-11T20:27:10.992102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:10.992135] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:10.992161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:10.992244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:11.050945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:11.052133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:11.052244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:11.052278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:11.170865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:11.171102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:11.171149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:11.171177] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:11.174930] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2025-12-11T20:27:11.175245] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-11T20:27:11.175382] [INFO ] [sig       ] LFVN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:11.321187] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LFVN.txt
[2025-12-11T20:27:11.321395] [INFO ] [sig       ] [1921/3605] Completed LFVN in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:11.321439] [INFO ] [sig       ] [1922/3605] Forecasting LGCL...
[2025-12-11T20:27:11.321470] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-11T20:27:11.321501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-11T20:27:11.335766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-11T20:27:11.336350] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-11T20:27:11.337320] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-11T20:27:11.337373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:11.337408] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:11.337434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:11.337492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:11.396922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:11.398131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:11.398244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:11.398277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:11.513641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:11.513863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:11.513908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:11.513937] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:11.517777] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-11T20:27:11.518101] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-11T20:27:11.518233] [INFO ] [sig       ] LGCL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:11.660500] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LGCL.txt
[2025-12-11T20:27:11.660741] [INFO ] [sig       ] [1922/3605] Completed LGCL in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:11.660809] [INFO ] [sig       ] [1923/3605] Forecasting LGI...
[2025-12-11T20:27:11.660849] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-11T20:27:11.660892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-11T20:27:11.674152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-11T20:27:11.674648] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-11T20:27:11.675594] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-11T20:27:11.675647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:11.675682] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:11.675708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:11.675766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:11.734684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:11.735737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:11.735829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:11.735861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:11.859042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:11.859198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:11.859238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:11.859266] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:11.862532] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-12-11T20:27:11.862810] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-11T20:27:11.862928] [INFO ] [sig       ] LGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:12.001295] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LGI.txt
[2025-12-11T20:27:12.001429] [INFO ] [sig       ] [1923/3605] Completed LGI in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:12.001468] [INFO ] [sig       ] [1924/3605] Forecasting LGIH...
[2025-12-11T20:27:12.001497] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-11T20:27:12.001526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-11T20:27:12.012750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-11T20:27:12.013028] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-11T20:27:12.013782] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-11T20:27:12.013833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:12.013863] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:12.013917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:12.013975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:12.073848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:12.074849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:12.074942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:12.074976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:12.192402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:12.192553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:12.192617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:12.192647] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:12.196056] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2025-12-11T20:27:12.196341] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-11T20:27:12.196473] [INFO ] [sig       ] LGIH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:12.333729] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LGIH.txt
[2025-12-11T20:27:12.333857] [INFO ] [sig       ] [1924/3605] Completed LGIH in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:12.333895] [INFO ] [sig       ] [1925/3605] Forecasting LGND...
[2025-12-11T20:27:12.333922] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-11T20:27:12.333951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-11T20:27:12.345366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-11T20:27:12.345670] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-11T20:27:12.346418] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-11T20:27:12.346468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:12.346499] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:12.346524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:12.346598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:12.404602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:12.405502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:12.405607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:12.405642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:12.524184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:12.524344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:12.524388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:12.524417] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:12.527874] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-11T20:27:12.528168] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-11T20:27:12.528299] [INFO ] [sig       ] LGND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:12.665109] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LGND.txt
[2025-12-11T20:27:12.665233] [INFO ] [sig       ] [1925/3605] Completed LGND in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-11T20:27:12.665270] [INFO ] [sig       ] [1926/3605] Forecasting LH...
[2025-12-11T20:27:12.665299] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-11T20:27:12.665327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-11T20:27:12.676524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-11T20:27:12.676835] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-11T20:27:12.677603] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-11T20:27:12.677654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:12.677685] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:12.677712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:12.677767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:12.735225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:12.735887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:12.735967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:12.736001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:12.857387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:12.857563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:12.857624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:12.857654] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:12.861095] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-11T20:27:12.861375] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-11T20:27:12.861526] [INFO ] [sig       ] LH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:13.000525] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LH.txt
[2025-12-11T20:27:13.000700] [INFO ] [sig       ] [1926/3605] Completed LH in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:13.000739] [INFO ] [sig       ] [1927/3605] Forecasting LHX...
[2025-12-11T20:27:13.000768] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-11T20:27:13.000796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-11T20:27:13.012259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-11T20:27:13.012553] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-11T20:27:13.013349] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-11T20:27:13.013400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:13.013433] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:13.013461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:13.013518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:13.072147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:13.072990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:13.073070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:13.073125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:13.196609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:13.196747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:13.196787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:13.196816] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:13.200250] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=31.09%)
[2025-12-11T20:27:13.200596] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-11T20:27:13.200725] [INFO ] [sig       ] LHX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:13.339906] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LHX.txt
[2025-12-11T20:27:13.340035] [INFO ] [sig       ] [1927/3605] Completed LHX in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:13.340073] [INFO ] [sig       ] [1928/3605] Forecasting LI...
[2025-12-11T20:27:13.340101] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-11T20:27:13.340130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-11T20:27:13.351270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-11T20:27:13.351629] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-11T20:27:13.352420] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-11T20:27:13.352471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:13.352521] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:13.352560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:13.352648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:13.412015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:13.412846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:13.412929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:13.412962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:13.541836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:13.541992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:13.542033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:13.542060] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:13.545378] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-11T20:27:13.545682] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-11T20:27:13.545804] [INFO ] [sig       ] LI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:13.684390] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LI.txt
[2025-12-11T20:27:13.684529] [INFO ] [sig       ] [1928/3605] Completed LI in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:13.684585] [INFO ] [sig       ] [1929/3605] Forecasting LICN...
[2025-12-11T20:27:13.684617] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-11T20:27:13.684646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-11T20:27:13.696815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-11T20:27:13.697164] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-11T20:27:13.697994] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-11T20:27:13.698045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:13.698075] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:13.698099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:13.698153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:13.753504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:13.754126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:13.754203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:13.754234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:13.870128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:13.870284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:13.870323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:13.870349] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:13.873666] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=76.18%)
[2025-12-11T20:27:13.873932] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-11T20:27:13.874058] [INFO ] [sig       ] LICN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:14.010556] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LICN.txt
[2025-12-11T20:27:14.010697] [INFO ] [sig       ] [1929/3605] Completed LICN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:14.010735] [INFO ] [sig       ] [1930/3605] Forecasting LIF...
[2025-12-11T20:27:14.010763] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-11T20:27:14.010793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-11T20:27:14.022680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-11T20:27:14.023009] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-11T20:27:14.023794] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-11T20:27:14.023845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:14.023875] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:14.023901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:14.023955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:14.079744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:14.080368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:14.080448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:14.080479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:14.204416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:14.204595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:14.204658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:14.204687] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:14.207986] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-11T20:27:14.208247] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-11T20:27:14.208364] [INFO ] [sig       ] LIF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:14.351332] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LIF.txt
[2025-12-11T20:27:14.351472] [INFO ] [sig       ] [1930/3605] Completed LIF in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:14.351510] [INFO ] [sig       ] [1931/3605] Forecasting LII...
[2025-12-11T20:27:14.351539] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-11T20:27:14.351589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-11T20:27:14.363263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-11T20:27:14.363624] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-11T20:27:14.364417] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-11T20:27:14.364468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:14.364499] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:14.364526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:14.364608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:14.420376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:14.421066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:14.421146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:14.421177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:14.536992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:14.537147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:14.537186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:14.537213] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:14.540609] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-11T20:27:14.540886] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-11T20:27:14.541009] [INFO ] [sig       ] LII: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:14.682629] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LII.txt
[2025-12-11T20:27:14.682782] [INFO ] [sig       ] [1931/3605] Completed LII in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:14.682820] [INFO ] [sig       ] [1932/3605] Forecasting LILA...
[2025-12-11T20:27:14.682848] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-11T20:27:14.682876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-11T20:27:14.694527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-11T20:27:14.694819] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-11T20:27:14.695547] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-11T20:27:14.695616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:14.695648] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:14.695674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:14.695729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:14.752003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:14.752888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:14.752969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:14.753001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:14.869969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:14.870120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:14.870157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:14.870184] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:14.873433] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-11T20:27:14.873719] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-11T20:27:14.873839] [INFO ] [sig       ] LILA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:15.011340] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LILA.txt
[2025-12-11T20:27:15.011488] [INFO ] [sig       ] [1932/3605] Completed LILA in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:15.011528] [INFO ] [sig       ] [1933/3605] Forecasting LILAK...
[2025-12-11T20:27:15.011555] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-11T20:27:15.011605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-11T20:27:15.023143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-11T20:27:15.023457] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-11T20:27:15.024237] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-11T20:27:15.024288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:15.024320] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:15.024346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:15.024402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:15.080520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:15.081132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:15.081207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:15.081238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:15.204373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:15.204525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:15.204565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:15.204611] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:15.207893] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-11T20:27:15.208158] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-11T20:27:15.208278] [INFO ] [sig       ] LILAK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:15.345771] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LILAK.txt
[2025-12-11T20:27:15.345893] [INFO ] [sig       ] [1933/3605] Completed LILAK in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:15.345931] [INFO ] [sig       ] [1934/3605] Forecasting LIN...
[2025-12-11T20:27:15.345960] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-11T20:27:15.345989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-11T20:27:15.358088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-11T20:27:15.358362] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-11T20:27:15.359192] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-11T20:27:15.359242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:15.359283] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:15.359311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:15.359367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:15.415655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:15.416351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:15.416427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:15.416484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:15.533017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:15.533178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:15.533217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:15.533244] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:15.536569] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-12-11T20:27:15.536860] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-11T20:27:15.536980] [INFO ] [sig       ] LIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:15.679264] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LIN.txt
[2025-12-11T20:27:15.679422] [INFO ] [sig       ] [1934/3605] Completed LIN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:15.679478] [INFO ] [sig       ] [1935/3605] Forecasting LINC...
[2025-12-11T20:27:15.679521] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-11T20:27:15.679553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-11T20:27:15.693693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-11T20:27:15.694290] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-11T20:27:15.695298] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-11T20:27:15.695354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:15.695389] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:15.695417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:15.695475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:15.756363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:15.757636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:15.757736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:15.757769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:15.875631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:15.875856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:15.875900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:15.875929] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:15.879757] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-12-11T20:27:15.880092] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-11T20:27:15.880251] [INFO ] [sig       ] LINC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:16.031234] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LINC.txt
[2025-12-11T20:27:16.031436] [INFO ] [sig       ] [1935/3605] Completed LINC in 0.4s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:16.031481] [INFO ] [sig       ] [1936/3605] Forecasting LIND...
[2025-12-11T20:27:16.031513] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-11T20:27:16.031590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-11T20:27:16.045116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-11T20:27:16.045538] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-11T20:27:16.046412] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-11T20:27:16.046467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:16.046500] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:16.046526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:16.046598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:16.105865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:16.106793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:16.106879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:16.106912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:16.225454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:16.225628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:16.225670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:16.225699] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:16.229142] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2025-12-11T20:27:16.229427] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-11T20:27:16.229570] [INFO ] [sig       ] LIND: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:16.371024] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LIND.txt
[2025-12-11T20:27:16.371169] [INFO ] [sig       ] [1936/3605] Completed LIND in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:16.371208] [INFO ] [sig       ] [1937/3605] Forecasting LINE...
[2025-12-11T20:27:16.371237] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-11T20:27:16.371266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-11T20:27:16.384633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-11T20:27:16.385072] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-11T20:27:16.386047] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-11T20:27:16.386100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:16.386133] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:16.386158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:16.386215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:16.445614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:16.446676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:16.446770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:16.446801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:16.568971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:16.569185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:16.569228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:16.569255] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:16.572899] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=41.56%)
[2025-12-11T20:27:16.573189] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-11T20:27:16.573317] [INFO ] [sig       ] LINE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:16.711398] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LINE.txt
[2025-12-11T20:27:16.711629] [INFO ] [sig       ] [1937/3605] Completed LINE in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:16.711680] [INFO ] [sig       ] [1938/3605] Forecasting LINK...
[2025-12-11T20:27:16.711712] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-11T20:27:16.711743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-11T20:27:16.724739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-11T20:27:16.725274] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-11T20:27:16.726162] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-11T20:27:16.726215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:16.726247] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:16.726274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:16.726331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:16.786174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:16.787247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:16.787346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:16.787381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:16.902272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:16.902513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:16.902560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:16.902606] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:16.906409] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-11T20:27:16.906725] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-11T20:27:16.906879] [INFO ] [sig       ] LINK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:17.045133] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LINK.txt
[2025-12-11T20:27:17.045298] [INFO ] [sig       ] [1938/3605] Completed LINK in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:17.045337] [INFO ] [sig       ] [1939/3605] Forecasting LITE...
[2025-12-11T20:27:17.045366] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-11T20:27:17.045396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-11T20:27:17.056941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-11T20:27:17.057220] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-11T20:27:17.058036] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-11T20:27:17.058087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:17.058117] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:17.058142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:17.058197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:17.113285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:17.113911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:17.113989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:17.114020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:17.236226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:17.236376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:17.236418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:17.236445] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:17.239945] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=65.07%)
[2025-12-11T20:27:17.240237] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-11T20:27:17.240407] [INFO ] [sig       ] LITE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:17.375950] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LITE.txt
[2025-12-11T20:27:17.376080] [INFO ] [sig       ] [1939/3605] Completed LITE in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:17.376116] [INFO ] [sig       ] [1940/3605] Forecasting LITM...
[2025-12-11T20:27:17.376144] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-11T20:27:17.376172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-11T20:27:17.387348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-11T20:27:17.387625] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-11T20:27:17.388438] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-11T20:27:17.388490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:17.388522] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:17.388547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:17.388622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:17.447092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:17.447926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:17.448008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:17.448040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:17.566705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:17.566871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:17.566912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:17.566940] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:17.570467] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2025-12-11T20:27:17.570761] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-11T20:27:17.570886] [INFO ] [sig       ] LITM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:17.708477] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LITM.txt
[2025-12-11T20:27:17.708618] [INFO ] [sig       ] [1940/3605] Completed LITM in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:17.708658] [INFO ] [sig       ] [1941/3605] Forecasting LIVN...
[2025-12-11T20:27:17.708687] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-11T20:27:17.708716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-11T20:27:17.719970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-11T20:27:17.720228] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-11T20:27:17.720980] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-11T20:27:17.721031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:17.721085] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:17.721113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:17.721168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:17.778814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:17.779495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:17.779593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:17.779633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:17.898668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:17.898833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:17.898889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:17.898917] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:17.902274] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-11T20:27:17.902553] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-11T20:27:17.902698] [INFO ] [sig       ] LIVN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:18.044068] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LIVN.txt
[2025-12-11T20:27:18.044234] [INFO ] [sig       ] [1941/3605] Completed LIVN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:18.044276] [INFO ] [sig       ] [1942/3605] Forecasting LKFN...
[2025-12-11T20:27:18.044303] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-11T20:27:18.044333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-11T20:27:18.055753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-11T20:27:18.056045] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-11T20:27:18.056842] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-11T20:27:18.056893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:18.056926] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:18.056952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:18.057008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:18.116606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:18.117457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:18.117539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:18.117590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:18.239302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:18.239460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:18.239500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:18.239529] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:18.242926] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-11T20:27:18.243195] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-11T20:27:18.243315] [INFO ] [sig       ] LKFN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:18.385683] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LKFN.txt
[2025-12-11T20:27:18.385809] [INFO ] [sig       ] [1942/3605] Completed LKFN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-11T20:27:18.385846] [INFO ] [sig       ] [1943/3605] Forecasting LKQ...
[2025-12-11T20:27:18.385876] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-11T20:27:18.385906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-11T20:27:18.396952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-11T20:27:18.397199] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-11T20:27:18.397971] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-11T20:27:18.398021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:18.398053] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:18.398079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:18.398133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:18.453366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:18.453970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:18.454060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:18.454092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:18.566903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:18.567057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:18.567097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:18.567124] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:18.570391] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=19.37%)
[2025-12-11T20:27:18.570669] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-11T20:27:18.570787] [INFO ] [sig       ] LKQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:18.706654] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LKQ.txt
[2025-12-11T20:27:18.706787] [INFO ] [sig       ] [1943/3605] Completed LKQ in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-11T20:27:18.706824] [INFO ] [sig       ] [1944/3605] Forecasting LLY...
[2025-12-11T20:27:18.706851] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-11T20:27:18.706880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-11T20:27:18.718078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-11T20:27:18.718414] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-11T20:27:18.719183] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-11T20:27:18.719233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:18.719263] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:18.719289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:18.719343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:18.777351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:18.778036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:18.778112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:18.778143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:18.897921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:18.898082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:18.898121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:18.898180] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:18.901460] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2025-12-11T20:27:18.901751] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-11T20:27:18.901872] [INFO ] [sig       ] LLY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:19.037003] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LLY.txt
[2025-12-11T20:27:19.037128] [INFO ] [sig       ] [1944/3605] Completed LLY in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:19.037165] [INFO ] [sig       ] [1945/3605] Forecasting LLYVA...
[2025-12-11T20:27:19.037194] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-11T20:27:19.037223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-11T20:27:19.048172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-11T20:27:19.048426] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-11T20:27:19.049171] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-11T20:27:19.049221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:19.049261] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:19.049288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:19.049343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:19.105050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:19.105674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:19.105753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:19.105783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:19.222715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:19.222865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:19.222903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:19.222930] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:19.226162] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-12-11T20:27:19.226418] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-11T20:27:19.226534] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:19.363495] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LLYVA.txt
[2025-12-11T20:27:19.363641] [INFO ] [sig       ] [1945/3605] Completed LLYVA in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:19.363684] [INFO ] [sig       ] [1946/3605] Forecasting LLYVK...
[2025-12-11T20:27:19.363714] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-11T20:27:19.363742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-11T20:27:19.374460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-11T20:27:19.374730] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-11T20:27:19.375455] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-11T20:27:19.375504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:19.375534] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:19.375560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:19.375635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:19.432644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:19.433269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:19.433351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:19.433383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:19.552006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:19.552156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:19.552194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:19.552222] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:19.555461] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-11T20:27:19.555749] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-11T20:27:19.555865] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:19.697792] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LLYVK.txt
[2025-12-11T20:27:19.698017] [INFO ] [sig       ] [1946/3605] Completed LLYVK in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:19.698066] [INFO ] [sig       ] [1947/3605] Forecasting LMB...
[2025-12-11T20:27:19.698101] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-11T20:27:19.698148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-11T20:27:19.711439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-11T20:27:19.711830] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-11T20:27:19.712662] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-11T20:27:19.712713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:19.712744] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:19.712769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:19.712825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:19.771038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:19.771828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:19.771927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:19.771962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:19.887569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:19.887780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:19.887842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:19.887870] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:19.891187] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-11T20:27:19.891445] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-11T20:27:19.891562] [INFO ] [sig       ] LMB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:20.030193] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LMB.txt
[2025-12-11T20:27:20.030343] [INFO ] [sig       ] [1947/3605] Completed LMB in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:20.030382] [INFO ] [sig       ] [1948/3605] Forecasting LMBS...
[2025-12-11T20:27:20.030410] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-11T20:27:20.030439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-11T20:27:20.042111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-11T20:27:20.042421] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-11T20:27:20.043257] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-11T20:27:20.043309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:20.043341] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:20.043369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:20.043431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:20.100879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:20.101547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:20.101642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:20.101675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:20.220967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:20.221115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:20.221153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:20.221180] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:20.224436] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-11T20:27:20.224712] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-11T20:27:20.224831] [INFO ] [sig       ] LMBS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:20.369928] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LMBS.txt
[2025-12-11T20:27:20.370065] [INFO ] [sig       ] [1948/3605] Completed LMBS in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:20.370106] [INFO ] [sig       ] [1949/3605] Forecasting LMND...
[2025-12-11T20:27:20.370141] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-11T20:27:20.370172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-11T20:27:20.381226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-11T20:27:20.381542] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-11T20:27:20.382309] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-11T20:27:20.382360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:20.382391] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:20.382417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:20.382472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:20.440707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:20.441492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:20.441591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:20.441627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:20.563149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:20.563298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:20.563337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:20.563365] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:20.566627] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=50.59%)
[2025-12-11T20:27:20.566891] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-11T20:27:20.567005] [INFO ] [sig       ] LMND: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:20.716325] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LMND.txt
[2025-12-11T20:27:20.716473] [INFO ] [sig       ] [1949/3605] Completed LMND in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:20.716513] [INFO ] [sig       ] [1950/3605] Forecasting LNC...
[2025-12-11T20:27:20.716541] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-11T20:27:20.716590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-11T20:27:20.727924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-11T20:27:20.728235] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-11T20:27:20.729064] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-11T20:27:20.729117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:20.729149] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:20.729177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:20.729238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:20.786546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:20.787262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:20.787341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:20.787372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:20.909914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:20.910064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:20.910103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:20.910130] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:20.913370] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2025-12-11T20:27:20.913647] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-11T20:27:20.913768] [INFO ] [sig       ] LNC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:21.051766] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LNC.txt
[2025-12-11T20:27:21.051904] [INFO ] [sig       ] [1950/3605] Completed LNC in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:21.051942] [INFO ] [sig       ] [1951/3605] Forecasting LND...
[2025-12-11T20:27:21.051971] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-11T20:27:21.052000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-11T20:27:21.063398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-11T20:27:21.063774] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-11T20:27:21.064597] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-11T20:27:21.064652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:21.064685] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:21.064713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:21.064774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:21.123440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:21.124144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:21.124264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:21.124311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:21.235840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:21.235995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:21.236036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:21.236064] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:21.239441] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-12-11T20:27:21.239750] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-11T20:27:21.239893] [INFO ] [sig       ] LND: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:21.376680] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LND.txt
[2025-12-11T20:27:21.376805] [INFO ] [sig       ] [1951/3605] Completed LND in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:21.376843] [INFO ] [sig       ] [1952/3605] Forecasting LNG...
[2025-12-11T20:27:21.376872] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-11T20:27:21.376901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-11T20:27:21.388234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-11T20:27:21.388521] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-11T20:27:21.389313] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-11T20:27:21.389375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:21.389411] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:21.389437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:21.389492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:21.445757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:21.446422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:21.446498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:21.446530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:21.564832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:21.564985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:21.565025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:21.565072] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:21.568349] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-11T20:27:21.568627] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-11T20:27:21.568744] [INFO ] [sig       ] LNG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:21.705440] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LNG.txt
[2025-12-11T20:27:21.705585] [INFO ] [sig       ] [1952/3605] Completed LNG in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:21.705626] [INFO ] [sig       ] [1953/3605] Forecasting LNKB...
[2025-12-11T20:27:21.705655] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-11T20:27:21.705684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-11T20:27:21.716956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-11T20:27:21.717261] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-11T20:27:21.718050] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-11T20:27:21.718100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:21.718131] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:21.718157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:21.718212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:21.773856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:21.774501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:21.774594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:21.774628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:21.886136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:21.886286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:21.886324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:21.886352] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:21.889667] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-11T20:27:21.889953] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-11T20:27:21.890068] [INFO ] [sig       ] LNKB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:22.027097] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LNKB.txt
[2025-12-11T20:27:22.027245] [INFO ] [sig       ] [1953/3605] Completed LNKB in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:22.027284] [INFO ] [sig       ] [1954/3605] Forecasting LNN...
[2025-12-11T20:27:22.027314] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-11T20:27:22.027343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-11T20:27:22.038701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-11T20:27:22.038985] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-11T20:27:22.039740] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-11T20:27:22.039790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:22.039821] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:22.039846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:22.039901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:22.095659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:22.096529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:22.096650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:22.096699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:22.219355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:22.219532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:22.219603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:22.219647] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:22.224160] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-12-11T20:27:22.224501] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-11T20:27:22.224673] [INFO ] [sig       ] LNN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:22.364309] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LNN.txt
[2025-12-11T20:27:22.364477] [INFO ] [sig       ] [1954/3605] Completed LNN in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:22.364517] [INFO ] [sig       ] [1955/3605] Forecasting LNTH...
[2025-12-11T20:27:22.364545] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-11T20:27:22.364593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-11T20:27:22.379272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-11T20:27:22.379622] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-11T20:27:22.380413] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-11T20:27:22.380462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:22.380494] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:22.380519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:22.380590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:22.438009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:22.438743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:22.438827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:22.438860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:22.554590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:22.554746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:22.554788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:22.554816] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:22.558238] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-12-11T20:27:22.558514] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-11T20:27:22.558665] [INFO ] [sig       ] LNTH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:22.694481] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LNTH.txt
[2025-12-11T20:27:22.694615] [INFO ] [sig       ] [1955/3605] Completed LNTH in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:22.694655] [INFO ] [sig       ] [1956/3605] Forecasting LNZA...
[2025-12-11T20:27:22.694684] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-11T20:27:22.694712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-11T20:27:22.706664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-11T20:27:22.707002] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-11T20:27:22.707794] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-11T20:27:22.707869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:22.707906] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:22.707932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:22.707998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:22.765687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:22.766566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:22.766668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:22.766701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:22.885517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:22.885688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:22.885731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:22.885774] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:22.889232] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2025-12-11T20:27:22.889517] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-11T20:27:22.889661] [INFO ] [sig       ] LNZA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:23.031364] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LNZA.txt
[2025-12-11T20:27:23.031544] [INFO ] [sig       ] [1956/3605] Completed LNZA in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:23.031619] [INFO ] [sig       ] [1957/3605] Forecasting LOAN...
[2025-12-11T20:27:23.031657] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-11T20:27:23.031698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-11T20:27:23.042894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-11T20:27:23.043251] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-11T20:27:23.044025] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-11T20:27:23.044076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:23.044108] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:23.044135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:23.044189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:23.100463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:23.101227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:23.101305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:23.101338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:23.206689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:23.206840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:23.206879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:23.206907] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:23.210249] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=76.38%)
[2025-12-11T20:27:23.210529] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-11T20:27:23.210669] [INFO ] [sig       ] LOAN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:23.350956] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LOAN.txt
[2025-12-11T20:27:23.351085] [INFO ] [sig       ] [1957/3605] Completed LOAN in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:23.351125] [INFO ] [sig       ] [1958/3605] Forecasting LOB...
[2025-12-11T20:27:23.351154] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-11T20:27:23.351183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-11T20:27:23.362307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-11T20:27:23.362595] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-11T20:27:23.363367] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-11T20:27:23.363418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:23.363474] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:23.363502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:23.363556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:23.432602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:23.433493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:23.433599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:23.433635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:23.559121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:23.559273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:23.559313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:23.559342] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:23.562817] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-11T20:27:23.563108] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-11T20:27:23.563231] [INFO ] [sig       ] LOB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:23.705557] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LOB.txt
[2025-12-11T20:27:23.705710] [INFO ] [sig       ] [1958/3605] Completed LOB in 0.4s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:23.705748] [INFO ] [sig       ] [1959/3605] Forecasting LOCO...
[2025-12-11T20:27:23.705781] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-11T20:27:23.705810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-11T20:27:23.717644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-11T20:27:23.717951] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-11T20:27:23.718731] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-11T20:27:23.718787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:23.718819] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:23.718846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:23.718902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:23.776973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:23.777736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:23.777817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:23.777870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:23.897938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:23.898085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:23.898126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:23.898156] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:23.901602] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=27.14%)
[2025-12-11T20:27:23.901876] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-11T20:27:23.901997] [INFO ] [sig       ] LOCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:24.042470] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LOCO.txt
[2025-12-11T20:27:24.042608] [INFO ] [sig       ] [1959/3605] Completed LOCO in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-11T20:27:24.042648] [INFO ] [sig       ] [1960/3605] Forecasting LOGI...
[2025-12-11T20:27:24.042676] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-11T20:27:24.042713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-11T20:27:24.054265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-11T20:27:24.054540] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-11T20:27:24.055317] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-11T20:27:24.055369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:24.055403] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:24.055430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:24.055486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:24.114569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:24.115360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:24.115444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:24.115477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:24.237225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:24.237378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:24.237419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:24.237448] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:24.240827] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=52.42%)
[2025-12-11T20:27:24.241090] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-11T20:27:24.241209] [INFO ] [sig       ] LOGI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:24.383404] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LOGI.txt
[2025-12-11T20:27:24.383551] [INFO ] [sig       ] [1960/3605] Completed LOGI in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-11T20:27:24.383608] [INFO ] [sig       ] [1961/3605] Forecasting LOMA...
[2025-12-11T20:27:24.383639] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-11T20:27:24.383668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-11T20:27:24.395079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-11T20:27:24.395425] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-11T20:27:24.396220] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-11T20:27:24.396271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:24.396301] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:24.396326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:24.396379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:24.452566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:24.453435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:24.453516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:24.453550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:24.578063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:24.578213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:24.578253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:24.578310] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:24.581616] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=27.29%)
[2025-12-11T20:27:24.581890] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-11T20:27:24.582011] [INFO ] [sig       ] LOMA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:24.720842] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LOMA.txt
[2025-12-11T20:27:24.720997] [INFO ] [sig       ] [1961/3605] Completed LOMA in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-11T20:27:24.721039] [INFO ] [sig       ] [1962/3605] Forecasting LOPE...
[2025-12-11T20:27:24.721069] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-11T20:27:24.721100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-11T20:27:24.732924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-11T20:27:24.733267] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-11T20:27:24.734067] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-11T20:27:24.734120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:24.734153] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:24.734180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:24.734237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:24.792729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:24.793532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:24.793631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:24.793666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:24.913491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:24.913660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:24.913701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:24.913730] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:24.917116] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-12-11T20:27:24.917398] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-11T20:27:24.917528] [INFO ] [sig       ] LOPE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:25.060409] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LOPE.txt
[2025-12-11T20:27:25.060540] [INFO ] [sig       ] [1962/3605] Completed LOPE in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:25.060603] [INFO ] [sig       ] [1963/3605] Forecasting LOVE...
[2025-12-11T20:27:25.060635] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-11T20:27:25.060663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-11T20:27:25.072047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-11T20:27:25.072355] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-11T20:27:25.073157] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-11T20:27:25.073210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:25.073242] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:25.073267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:25.073323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:25.132246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:25.133012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:25.133092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:25.133125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:25.260347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:25.260498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:25.260537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:25.260565] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:25.263929] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=59.24%)
[2025-12-11T20:27:25.264193] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-11T20:27:25.264314] [INFO ] [sig       ] LOVE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:25.453680] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LOVE.txt
[2025-12-11T20:27:25.453814] [INFO ] [sig       ] [1963/3605] Completed LOVE in 0.4s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:25.453853] [INFO ] [sig       ] [1964/3605] Forecasting LPCN...
[2025-12-11T20:27:25.453880] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-11T20:27:25.453909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-11T20:27:25.465159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-11T20:27:25.465472] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-11T20:27:25.466272] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-11T20:27:25.466323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:25.466354] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:25.466381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:25.466436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:25.523153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:25.523819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:25.523909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:25.523948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:25.633873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:25.634041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:25.634082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:25.634110] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:25.637593] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2025-12-11T20:27:25.637889] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-11T20:27:25.638013] [INFO ] [sig       ] LPCN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:25.776352] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LPCN.txt
[2025-12-11T20:27:25.776494] [INFO ] [sig       ] [1964/3605] Completed LPCN in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:25.776531] [INFO ] [sig       ] [1965/3605] Forecasting LPG...
[2025-12-11T20:27:25.776560] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-11T20:27:25.776609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-11T20:27:25.787950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-11T20:27:25.788226] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-11T20:27:25.789025] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-11T20:27:25.789075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:25.789107] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:25.789133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:25.789187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:25.845848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:25.846625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:25.846702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:25.846734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:25.968386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:25.968537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:25.968592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:25.968623] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:25.971891] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-11T20:27:25.972167] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-11T20:27:25.972284] [INFO ] [sig       ] LPG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:26.110283] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LPG.txt
[2025-12-11T20:27:26.110411] [INFO ] [sig       ] [1965/3605] Completed LPG in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:26.110449] [INFO ] [sig       ] [1966/3605] Forecasting LPL...
[2025-12-11T20:27:26.110478] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-11T20:27:26.110507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-11T20:27:26.121485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-11T20:27:26.121793] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-11T20:27:26.122537] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-11T20:27:26.122613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:26.122646] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:26.122672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:26.122727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:26.182776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:26.183711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:26.183802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:26.183838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:26.299871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:26.300027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:26.300068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:26.300097] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:26.303425] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=27.83%)
[2025-12-11T20:27:26.303708] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-11T20:27:26.303829] [INFO ] [sig       ] LPL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:26.440367] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LPL.txt
[2025-12-11T20:27:26.440488] [INFO ] [sig       ] [1966/3605] Completed LPL in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:26.440525] [INFO ] [sig       ] [1967/3605] Forecasting LPLA...
[2025-12-11T20:27:26.440554] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-11T20:27:26.440602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-11T20:27:26.452552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-11T20:27:26.452891] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-11T20:27:26.453672] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-11T20:27:26.453723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:26.453755] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:26.453780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:26.453834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:26.512722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:26.513556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:26.513656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:26.513689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:26.635447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:26.635643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:26.635691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:26.635732] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:26.639345] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-11T20:27:26.639667] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-11T20:27:26.639794] [INFO ] [sig       ] LPLA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:26.779149] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LPLA.txt
[2025-12-11T20:27:26.779287] [INFO ] [sig       ] [1967/3605] Completed LPLA in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:26.779326] [INFO ] [sig       ] [1968/3605] Forecasting LPRO...
[2025-12-11T20:27:26.779355] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-11T20:27:26.779383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-11T20:27:26.790827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-11T20:27:26.791177] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-11T20:27:26.791973] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-11T20:27:26.792029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:26.792072] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:26.792106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:26.792164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:26.852457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:26.853342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:26.853457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:26.853491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:26.973348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:26.973505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:26.973545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:26.973591] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:26.976990] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-11T20:27:26.977259] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-11T20:27:26.977385] [INFO ] [sig       ] LPRO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:27.115168] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LPRO.txt
[2025-12-11T20:27:27.115302] [INFO ] [sig       ] [1968/3605] Completed LPRO in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:27.115340] [INFO ] [sig       ] [1969/3605] Forecasting LPSN...
[2025-12-11T20:27:27.115369] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-11T20:27:27.115398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-11T20:27:27.126890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-11T20:27:27.127224] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-11T20:27:27.128041] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-11T20:27:27.128102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:27.128134] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:27.128159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:27.128214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:27.184371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:27.185033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:27.185109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:27.185140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:27.302646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:27.302794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:27.302833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:27.302862] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:27.306118] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-12-11T20:27:27.306375] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-11T20:27:27.306491] [INFO ] [sig       ] LPSN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:27.444689] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LPSN.txt
[2025-12-11T20:27:27.444814] [INFO ] [sig       ] [1969/3605] Completed LPSN in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:27.444851] [INFO ] [sig       ] [1970/3605] Forecasting LPTH...
[2025-12-11T20:27:27.444878] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-11T20:27:27.444906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-11T20:27:27.455781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-11T20:27:27.456070] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-11T20:27:27.456839] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-11T20:27:27.456889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:27.456920] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:27.456946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:27.457000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:27.512988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:27.513659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:27.513735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:27.513766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:27.632366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:27.632522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:27.632561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:27.632608] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:27.635870] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=39.30%)
[2025-12-11T20:27:27.636127] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-11T20:27:27.636246] [INFO ] [sig       ] LPTH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:27.774392] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LPTH.txt
[2025-12-11T20:27:27.774523] [INFO ] [sig       ] [1970/3605] Completed LPTH in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:27.774561] [INFO ] [sig       ] [1971/3605] Forecasting LPX...
[2025-12-11T20:27:27.774612] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-11T20:27:27.774643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-11T20:27:27.786195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-11T20:27:27.786469] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-11T20:27:27.787214] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-11T20:27:27.787263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:27.787295] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:27.787322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:27.787382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:27.844609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:27.845451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:27.845533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:27.845566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:27.964009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:27.964183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:27.964225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:27.964253] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:27.967554] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-11T20:27:27.967857] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-11T20:27:27.967981] [INFO ] [sig       ] LPX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:28.104815] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LPX.txt
[2025-12-11T20:27:28.104992] [INFO ] [sig       ] [1971/3605] Completed LPX in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:28.105032] [INFO ] [sig       ] [1972/3605] Forecasting LQDA...
[2025-12-11T20:27:28.105060] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-11T20:27:28.105088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-11T20:27:28.116637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-11T20:27:28.116942] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-11T20:27:28.117705] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-11T20:27:28.117755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:28.117786] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:28.117812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:28.117889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:28.173711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:28.174540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:28.174639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:28.174672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:28.294985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:28.295140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:28.295179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:28.295207] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:28.298520] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2025-12-11T20:27:28.298814] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-11T20:27:28.298938] [INFO ] [sig       ] LQDA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:28.437725] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LQDA.txt
[2025-12-11T20:27:28.437898] [INFO ] [sig       ] [1972/3605] Completed LQDA in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:28.437944] [INFO ] [sig       ] [1973/3605] Forecasting LRCX...
[2025-12-11T20:27:28.437973] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-11T20:27:28.438003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-11T20:27:28.449708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-11T20:27:28.450026] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-11T20:27:28.450840] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-11T20:27:28.450892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:28.450924] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:28.450950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:28.451004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:28.509458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:28.510179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:28.510259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:28.510292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:28.642187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:28.642350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:28.642390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:28.642417] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:28.646022] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-11T20:27:28.646373] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-11T20:27:28.646512] [INFO ] [sig       ] LRCX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:28.790993] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LRCX.txt
[2025-12-11T20:27:28.791146] [INFO ] [sig       ] [1973/3605] Completed LRCX in 0.4s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:28.791187] [INFO ] [sig       ] [1974/3605] Forecasting LRGE...
[2025-12-11T20:27:28.791216] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-11T20:27:28.791245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-11T20:27:28.802598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-11T20:27:28.802892] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-11T20:27:28.803651] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-11T20:27:28.803701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:28.803733] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:28.803759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:28.803814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:28.860694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:28.861599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:28.861683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:28.861716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:28.976503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:28.976682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:28.976725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:28.976753] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:28.980081] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=75.43%)
[2025-12-11T20:27:28.980370] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-11T20:27:28.980491] [INFO ] [sig       ] LRGE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:29.124355] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LRGE.txt
[2025-12-11T20:27:29.124508] [INFO ] [sig       ] [1974/3605] Completed LRGE in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:29.124548] [INFO ] [sig       ] [1975/3605] Forecasting LRHC...
[2025-12-11T20:27:29.124594] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-11T20:27:29.124626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-11T20:27:29.136729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-11T20:27:29.137069] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-11T20:27:29.137868] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-11T20:27:29.137932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:29.137991] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:29.138019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:29.138074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:29.195035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:29.195786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:29.195869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:29.195902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:29.312381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:29.312533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:29.312588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:29.312622] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:29.315973] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-11T20:27:29.316238] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-11T20:27:29.316360] [INFO ] [sig       ] LRHC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:29.453353] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LRHC.txt
[2025-12-11T20:27:29.453480] [INFO ] [sig       ] [1975/3605] Completed LRHC in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:29.453519] [INFO ] [sig       ] [1976/3605] Forecasting LSCC...
[2025-12-11T20:27:29.453546] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-11T20:27:29.453592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-11T20:27:29.464535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-11T20:27:29.464852] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-11T20:27:29.465612] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-11T20:27:29.465666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:29.465697] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:29.465723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:29.465778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:29.522756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:29.523414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:29.523492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:29.523524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:29.647243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:29.647406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:29.647474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:29.647505] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:29.650960] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-12-11T20:27:29.651226] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-11T20:27:29.651347] [INFO ] [sig       ] LSCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:29.792455] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LSCC.txt
[2025-12-11T20:27:29.792633] [INFO ] [sig       ] [1976/3605] Completed LSCC in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:29.792677] [INFO ] [sig       ] [1977/3605] Forecasting LSPD...
[2025-12-11T20:27:29.792707] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-11T20:27:29.792738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-11T20:27:29.805198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-11T20:27:29.805538] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-11T20:27:29.806411] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-11T20:27:29.806464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:29.806496] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:29.806522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:29.806603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:29.865897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:29.866664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:29.866749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:29.866782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:29.994655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:29.994811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:29.994852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:29.994882] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:29.998256] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=36.68%)
[2025-12-11T20:27:29.998536] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-11T20:27:29.998681] [INFO ] [sig       ] LSPD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:30.142366] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LSPD.txt
[2025-12-11T20:27:30.142507] [INFO ] [sig       ] [1977/3605] Completed LSPD in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-11T20:27:30.142544] [INFO ] [sig       ] [1978/3605] Forecasting LTC...
[2025-12-11T20:27:30.142591] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-11T20:27:30.142624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-11T20:27:30.155273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-11T20:27:30.155608] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-11T20:27:30.156391] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-11T20:27:30.156442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:30.156474] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:30.156499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:30.156554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:30.215054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:30.215802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:30.215882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:30.215915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:30.332945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:30.333095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:30.333136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:30.333200] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:30.336590] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-11T20:27:30.336867] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-11T20:27:30.336991] [INFO ] [sig       ] LTC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:30.488779] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LTC.txt
[2025-12-11T20:27:30.488948] [INFO ] [sig       ] [1978/3605] Completed LTC in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-11T20:27:30.488994] [INFO ] [sig       ] [1979/3605] Forecasting LTH...
[2025-12-11T20:27:30.489028] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-11T20:27:30.489063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-11T20:27:30.500218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-11T20:27:30.500621] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-11T20:27:30.501391] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-11T20:27:30.501442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:30.501473] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:30.501498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:30.501554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:30.557313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:30.558081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:30.558158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:30.558190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:30.672729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:30.672878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:30.672915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:30.672942] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:30.676163] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-12-11T20:27:30.676425] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-11T20:27:30.676543] [INFO ] [sig       ] LTH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:30.815546] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LTH.txt
[2025-12-11T20:27:30.815708] [INFO ] [sig       ] [1979/3605] Completed LTH in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-11T20:27:30.815746] [INFO ] [sig       ] [1980/3605] Forecasting LTRN...
[2025-12-11T20:27:30.815775] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-11T20:27:30.815803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-11T20:27:30.827029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-11T20:27:30.827333] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-11T20:27:30.828134] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-11T20:27:30.828184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:30.828226] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:30.828253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:30.828309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:30.883638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:30.884247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:30.884323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:30.884353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:30.994750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:30.994905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:30.994945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:30.994972] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:30.998252] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-11T20:27:30.998512] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-11T20:27:30.998651] [INFO ] [sig       ] LTRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:31.134663] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LTRN.txt
[2025-12-11T20:27:31.134781] [INFO ] [sig       ] [1980/3605] Completed LTRN in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:31.134817] [INFO ] [sig       ] [1981/3605] Forecasting LTRX...
[2025-12-11T20:27:31.134845] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-11T20:27:31.134873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-11T20:27:31.146192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-11T20:27:31.146439] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-11T20:27:31.147192] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-11T20:27:31.147251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:31.147281] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:31.147306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:31.147360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:31.205512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:31.206208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:31.206293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:31.206326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:31.324021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:31.324167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:31.324208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:31.324235] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:31.327478] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2025-12-11T20:27:31.327775] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-11T20:27:31.327931] [INFO ] [sig       ] LTRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:31.463863] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LTRX.txt
[2025-12-11T20:27:31.464017] [INFO ] [sig       ] [1981/3605] Completed LTRX in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:31.464056] [INFO ] [sig       ] [1982/3605] Forecasting LUCD...
[2025-12-11T20:27:31.464085] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-11T20:27:31.464136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-11T20:27:31.475523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-11T20:27:31.475892] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-11T20:27:31.476658] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-11T20:27:31.476708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:31.476738] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:31.476763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:31.476817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:31.533064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:31.533920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:31.534000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:31.534032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:31.649972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:31.650124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:31.650162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:31.650189] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:31.653435] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-11T20:27:31.653714] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-11T20:27:31.653836] [INFO ] [sig       ] LUCD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:31.789567] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LUCD.txt
[2025-12-11T20:27:31.789702] [INFO ] [sig       ] [1982/3605] Completed LUCD in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:31.789739] [INFO ] [sig       ] [1983/3605] Forecasting LUCY...
[2025-12-11T20:27:31.789767] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-11T20:27:31.789796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-11T20:27:31.800933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-11T20:27:31.801409] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-11T20:27:31.802367] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-11T20:27:31.802416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:31.802447] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:31.802472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:31.802526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:31.859496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:31.860153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:31.860227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:31.860258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:31.978666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:31.978819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:31.978864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:31.978892] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:31.982226] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=43.64%)
[2025-12-11T20:27:31.982493] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-11T20:27:31.982631] [INFO ] [sig       ] LUCY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:32.118282] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LUCY.txt
[2025-12-11T20:27:32.118408] [INFO ] [sig       ] [1983/3605] Completed LUCY in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:32.118451] [INFO ] [sig       ] [1984/3605] Forecasting LUMN...
[2025-12-11T20:27:32.118480] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-11T20:27:32.118509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-11T20:27:32.129863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-11T20:27:32.130126] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-11T20:27:32.130881] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-11T20:27:32.130930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:32.130961] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:32.130987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:32.131045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:32.186702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:32.187326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:32.187402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:32.187433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:32.306130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:32.306278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:32.306317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:32.306352] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:32.309639] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-12-11T20:27:32.309898] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-11T20:27:32.310014] [INFO ] [sig       ] LUMN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:32.445600] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LUMN.txt
[2025-12-11T20:27:32.445732] [INFO ] [sig       ] [1984/3605] Completed LUMN in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:32.445768] [INFO ] [sig       ] [1985/3605] Forecasting LUNG...
[2025-12-11T20:27:32.445798] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-11T20:27:32.445826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-11T20:27:32.456799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-11T20:27:32.457063] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-11T20:27:32.457813] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-11T20:27:32.457877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:32.457909] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:32.457935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:32.457994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:32.513588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:32.514436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:32.514549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:32.514600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:32.632504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:32.632668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:32.632712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:32.632740] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:32.636021] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-11T20:27:32.636289] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-11T20:27:32.636424] [INFO ] [sig       ] LUNG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:32.775966] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LUNG.txt
[2025-12-11T20:27:32.776115] [INFO ] [sig       ] [1985/3605] Completed LUNG in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:32.776153] [INFO ] [sig       ] [1986/3605] Forecasting LVHD...
[2025-12-11T20:27:32.776183] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-11T20:27:32.776211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-11T20:27:32.788249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-11T20:27:32.788677] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-11T20:27:32.789486] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-11T20:27:32.789537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:32.789583] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:32.789612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:32.789671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:32.846926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:32.847858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:32.847949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:32.847984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:32.964985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:32.965139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:32.965179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:32.965206] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:32.968491] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2025-12-11T20:27:32.968770] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-11T20:27:32.968893] [INFO ] [sig       ] LVHD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:33.107265] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LVHD.txt
[2025-12-11T20:27:33.107391] [INFO ] [sig       ] [1986/3605] Completed LVHD in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:33.107429] [INFO ] [sig       ] [1987/3605] Forecasting LVO...
[2025-12-11T20:27:33.107457] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-11T20:27:33.107487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-11T20:27:33.118890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-11T20:27:33.119174] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-11T20:27:33.120005] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-11T20:27:33.120057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:33.120089] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:33.120116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:33.120172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:33.177519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:33.178416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:33.178500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:33.178533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:33.292155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:33.292309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:33.292351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:33.292396] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:33.295691] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-11T20:27:33.295954] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-11T20:27:33.296071] [INFO ] [sig       ] LVO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:33.438258] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LVO.txt
[2025-12-11T20:27:33.438392] [INFO ] [sig       ] [1987/3605] Completed LVO in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:33.438430] [INFO ] [sig       ] [1988/3605] Forecasting LVS...
[2025-12-11T20:27:33.438458] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-11T20:27:33.438486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-11T20:27:33.450858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-11T20:27:33.451295] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-11T20:27:33.452156] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-11T20:27:33.452208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:33.452240] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:33.452266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:33.452320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:33.510389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:33.511094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:33.511183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:33.511226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:33.636004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:33.636157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:33.636198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:33.636227] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:33.639602] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-11T20:27:33.639876] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-11T20:27:33.640000] [INFO ] [sig       ] LVS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:33.778552] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LVS.txt
[2025-12-11T20:27:33.778718] [INFO ] [sig       ] [1988/3605] Completed LVS in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:33.778757] [INFO ] [sig       ] [1989/3605] Forecasting LWAY...
[2025-12-11T20:27:33.778787] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-11T20:27:33.778816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-11T20:27:33.789871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-11T20:27:33.790156] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-11T20:27:33.791001] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-11T20:27:33.791054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:33.791087] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:33.791116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:33.791175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:33.850079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:33.850812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:33.850908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:33.850941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:33.972736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:33.972887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:33.972943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:33.972973] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:33.976311] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-11T20:27:33.976599] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-11T20:27:33.976722] [INFO ] [sig       ] LWAY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:34.117035] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LWAY.txt
[2025-12-11T20:27:34.117163] [INFO ] [sig       ] [1989/3605] Completed LWAY in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:34.117201] [INFO ] [sig       ] [1990/3605] Forecasting LWLG...
[2025-12-11T20:27:34.117229] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-11T20:27:34.117258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-11T20:27:34.128474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-11T20:27:34.128764] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-11T20:27:34.129540] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-11T20:27:34.129617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:34.129657] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:34.129686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:34.129754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:34.188810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:34.189496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:34.189590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:34.189625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:34.315973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:34.316139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:34.316196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:34.316235] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:34.319923] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-11T20:27:34.320209] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-11T20:27:34.320332] [INFO ] [sig       ] LWLG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:34.459835] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LWLG.txt
[2025-12-11T20:27:34.459993] [INFO ] [sig       ] [1990/3605] Completed LWLG in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:34.460039] [INFO ] [sig       ] [1991/3605] Forecasting LX...
[2025-12-11T20:27:34.460074] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-11T20:27:34.460110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-11T20:27:34.471529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-11T20:27:34.471914] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-11T20:27:34.472717] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-11T20:27:34.472768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:34.472800] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:34.472839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:34.472895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:34.531769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:34.532680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:34.532769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:34.532803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:34.657300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:34.657449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:34.657489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:34.657517] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:34.660795] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2025-12-11T20:27:34.661065] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-11T20:27:34.661198] [INFO ] [sig       ] LX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:34.800553] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LX.txt
[2025-12-11T20:27:34.800713] [INFO ] [sig       ] [1991/3605] Completed LX in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:34.800752] [INFO ] [sig       ] [1992/3605] Forecasting LXEO...
[2025-12-11T20:27:34.800780] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-11T20:27:34.800810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-11T20:27:34.812620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-11T20:27:34.812997] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-11T20:27:34.813841] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-11T20:27:34.813893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:34.813953] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:34.813981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:34.814038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:34.873411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:34.874119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:34.874200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:34.874233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:34.996748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:34.996898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:34.996940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:34.996968] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:35.003490] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-11T20:27:35.003792] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-11T20:27:35.003919] [INFO ] [sig       ] LXEO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:35.143311] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LXEO.txt
[2025-12-11T20:27:35.143432] [INFO ] [sig       ] [1992/3605] Completed LXEO in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:35.143469] [INFO ] [sig       ] [1993/3605] Forecasting LXP...
[2025-12-11T20:27:35.143497] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-11T20:27:35.143526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-11T20:27:35.155429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-11T20:27:35.155760] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-11T20:27:35.156563] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-11T20:27:35.156629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:35.156661] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:35.156686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:35.156739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:35.213518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:35.214374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:35.214456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:35.214489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:35.335184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:35.335330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:35.335369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:35.335397] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:35.338764] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=20.48%)
[2025-12-11T20:27:35.339042] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-11T20:27:35.339164] [INFO ] [sig       ] LXP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:35.499216] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LXP.txt
[2025-12-11T20:27:35.499394] [INFO ] [sig       ] [1993/3605] Completed LXP in 0.4s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:35.499433] [INFO ] [sig       ] [1994/3605] Forecasting LYB...
[2025-12-11T20:27:35.499464] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-11T20:27:35.499499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-11T20:27:35.510887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-11T20:27:35.511201] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-11T20:27:35.512004] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-11T20:27:35.512055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:35.512087] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:35.512113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:35.512167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:35.568518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:35.569352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:35.569434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:35.569465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:35.685285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:35.685441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:35.685482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:35.685509] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:35.688830] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-12-11T20:27:35.689101] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-11T20:27:35.689222] [INFO ] [sig       ] LYB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:35.826406] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LYB.txt
[2025-12-11T20:27:35.826554] [INFO ] [sig       ] [1994/3605] Completed LYB in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-11T20:27:35.826614] [INFO ] [sig       ] [1995/3605] Forecasting LYEL...
[2025-12-11T20:27:35.826645] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-11T20:27:35.826683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-11T20:27:35.837938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-11T20:27:35.838274] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-11T20:27:35.839048] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-11T20:27:35.839098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:35.839129] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:35.839156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:35.839210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:35.895492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:35.896331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:35.896411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:35.896443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:36.021656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:36.021810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:36.021850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:36.021911] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:36.025201] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=48.91%)
[2025-12-11T20:27:36.025471] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-11T20:27:36.025613] [INFO ] [sig       ] LYEL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:36.174897] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LYEL.txt
[2025-12-11T20:27:36.175074] [INFO ] [sig       ] [1995/3605] Completed LYEL in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-11T20:27:36.175120] [INFO ] [sig       ] [1996/3605] Forecasting LYG...
[2025-12-11T20:27:36.175149] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-11T20:27:36.175370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-11T20:27:36.192842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-11T20:27:36.193532] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-11T20:27:36.194757] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-11T20:27:36.194828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:36.194879] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:36.194921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:36.195004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:36.258636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:36.259562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:36.259672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:36.259706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:36.392765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:36.392929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:36.392982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:36.393022] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:36.396912] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-12-11T20:27:36.397245] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-11T20:27:36.397403] [INFO ] [sig       ] LYG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:36.555147] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LYG.txt
[2025-12-11T20:27:36.555349] [INFO ] [sig       ] [1996/3605] Completed LYG in 0.4s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-11T20:27:36.555394] [INFO ] [sig       ] [1997/3605] Forecasting LYRA...
[2025-12-11T20:27:36.555428] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-11T20:27:36.555460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-11T20:27:36.572230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-11T20:27:36.572749] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-11T20:27:36.573922] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-11T20:27:36.573985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:36.574032] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:36.574070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:36.574156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:36.660171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:36.661131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:36.661243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:36.661291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:36.817905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:36.818112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:36.818174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:36.818221] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:36.823593] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-12-11T20:27:36.824116] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-11T20:27:36.824332] [INFO ] [sig       ] LYRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:37.027216] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LYRA.txt
[2025-12-11T20:27:37.027419] [INFO ] [sig       ] [1997/3605] Completed LYRA in 0.5s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:37.027468] [INFO ] [sig       ] [1998/3605] Forecasting LYTS...
[2025-12-11T20:27:37.027502] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-11T20:27:37.027543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-11T20:27:37.043262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-11T20:27:37.043833] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-11T20:27:37.044967] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-11T20:27:37.045041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:37.045081] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:37.045116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:37.045194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:37.125138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:37.126273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:37.126397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:37.126440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:37.298841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:37.299037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:37.299096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:37.299135] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:37.304478] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-12-11T20:27:37.305084] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-11T20:27:37.305296] [INFO ] [sig       ] LYTS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:37.474417] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LYTS.txt
[2025-12-11T20:27:37.474592] [INFO ] [sig       ] [1998/3605] Completed LYTS in 0.4s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:37.474633] [INFO ] [sig       ] [1999/3605] Forecasting LZ...
[2025-12-11T20:27:37.474663] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-11T20:27:37.474693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-11T20:27:37.489470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-11T20:27:37.489981] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-11T20:27:37.491153] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-11T20:27:37.491226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:37.491275] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:37.491316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:37.491402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:37.565111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:37.566247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:37.566334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:37.566367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:37.696599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:37.696745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:37.696784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:37.696813] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:37.700157] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-12-11T20:27:37.700417] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-11T20:27:37.700536] [INFO ] [sig       ] LZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:37.841081] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LZ.txt
[2025-12-11T20:27:37.841235] [INFO ] [sig       ] [1999/3605] Completed LZ in 0.4s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:37.841274] [INFO ] [sig       ] [2000/3605] Forecasting LZB...
[2025-12-11T20:27:37.841304] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-11T20:27:37.841332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-11T20:27:37.852175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-11T20:27:37.852467] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-11T20:27:37.853242] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-11T20:27:37.853293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:37.853323] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:37.853349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:37.853404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:37.909878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:37.910633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:37.910715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:37.910748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:38.034236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:38.034391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:38.034432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:38.034459] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:38.037875] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-11T20:27:38.038143] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-11T20:27:38.038264] [INFO ] [sig       ] LZB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:38.177463] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/LZB.txt
[2025-12-11T20:27:38.177619] [INFO ] [sig       ] [2000/3605] Completed LZB in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:38.177659] [INFO ] [sig       ] [2001/3605] Forecasting LZM...
[2025-12-11T20:27:38.177689] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-11T20:27:38.177717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-11T20:27:38.188702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-11T20:27:38.189015] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-11T20:27:38.189826] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-11T20:27:38.189877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:38.189908] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:38.189934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:38.189989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:38.246933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:38.247731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:38.247809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:38.247864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:38.368466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:38.368639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:38.368682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:38.368710] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:38.372039] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-11T20:27:38.372311] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-11T20:27:38.372433] [INFO ] [sig       ] LZM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:38.510014] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/LZM.txt
[2025-12-11T20:27:38.510144] [INFO ] [sig       ] [2001/3605] Completed LZM in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:38.510182] [INFO ] [sig       ] [2002/3605] Forecasting M...
[2025-12-11T20:27:38.510211] [INFO ] [sig       ] Generating forecast for: M
[2025-12-11T20:27:38.510243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-11T20:27:38.522454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-11T20:27:38.522834] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-11T20:27:38.523653] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-11T20:27:38.523706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:38.523742] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:38.523779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:38.523843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:38.582137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:38.582929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:38.583011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:38.583081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:38.706321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:38.706478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:38.706518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:38.706547] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:38.711039] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2025-12-11T20:27:38.711451] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-11T20:27:38.711661] [INFO ] [sig       ] M: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:38.853025] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/M.txt
[2025-12-11T20:27:38.853191] [INFO ] [sig       ] [2002/3605] Completed M in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:38.853232] [INFO ] [sig       ] [2003/3605] Forecasting MA...
[2025-12-11T20:27:38.853259] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-11T20:27:38.853289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-11T20:27:38.864861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-11T20:27:38.865170] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-11T20:27:38.865987] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-11T20:27:38.866040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:38.866073] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:38.866101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:38.866157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:38.925303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:38.926099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:38.926181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:38.926215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:39.049001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:39.049157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:39.049200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:39.049229] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:39.052555] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-12-11T20:27:39.052837] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-11T20:27:39.052956] [INFO ] [sig       ] MA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:39.192016] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MA.txt
[2025-12-11T20:27:39.192153] [INFO ] [sig       ] [2003/3605] Completed MA in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:39.192191] [INFO ] [sig       ] [2004/3605] Forecasting MAA...
[2025-12-11T20:27:39.192219] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-11T20:27:39.192247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-11T20:27:39.204547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-11T20:27:39.204978] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-11T20:27:39.205774] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-11T20:27:39.205826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:39.205871] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:39.205898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:39.205952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:39.262444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:39.263278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:39.263360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:39.263394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:39.383315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:39.383468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:39.383507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:39.383534] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:39.386798] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-11T20:27:39.387057] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-11T20:27:39.387174] [INFO ] [sig       ] MAA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:39.527496] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MAA.txt
[2025-12-11T20:27:39.527650] [INFO ] [sig       ] [2004/3605] Completed MAA in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:39.527689] [INFO ] [sig       ] [2005/3605] Forecasting MAC...
[2025-12-11T20:27:39.527719] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-11T20:27:39.527748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-11T20:27:39.539724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-11T20:27:39.539994] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-11T20:27:39.540797] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-11T20:27:39.540846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:39.540877] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:39.540903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:39.540957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:39.597925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:39.598514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:39.598604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:39.598638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:39.721353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:39.721489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:39.721526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:39.721552] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:39.724795] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=53.18%)
[2025-12-11T20:27:39.725057] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-11T20:27:39.725172] [INFO ] [sig       ] MAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:39.864374] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MAC.txt
[2025-12-11T20:27:39.864499] [INFO ] [sig       ] [2005/3605] Completed MAC in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:39.864566] [INFO ] [sig       ] [2006/3605] Forecasting MAMA...
[2025-12-11T20:27:39.864615] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-11T20:27:39.864644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-11T20:27:39.875627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-11T20:27:39.875908] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-11T20:27:39.876661] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-11T20:27:39.876711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:39.876742] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:39.876768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:39.876823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:39.937147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:39.938208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:39.938312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:39.938366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:40.071911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:40.072063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:40.072103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:40.072131] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:40.075403] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-11T20:27:40.075681] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-11T20:27:40.075800] [INFO ] [sig       ] MAMA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:40.214164] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MAMA.txt
[2025-12-11T20:27:40.214316] [INFO ] [sig       ] [2006/3605] Completed MAMA in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:40.214354] [INFO ] [sig       ] [2007/3605] Forecasting MAN...
[2025-12-11T20:27:40.214385] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-11T20:27:40.214414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-11T20:27:40.225446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-11T20:27:40.225765] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-11T20:27:40.226503] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-11T20:27:40.226554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:40.226607] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:40.226634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:40.226689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:40.282565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:40.283426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:40.283505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:40.283536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:40.405956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:40.406115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:40.406154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:40.406183] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:40.409557] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-12-11T20:27:40.409839] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-11T20:27:40.409956] [INFO ] [sig       ] MAN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:40.548716] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MAN.txt
[2025-12-11T20:27:40.548863] [INFO ] [sig       ] [2007/3605] Completed MAN in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:40.548910] [INFO ] [sig       ] [2008/3605] Forecasting MANH...
[2025-12-11T20:27:40.548940] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-11T20:27:40.548969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-11T20:27:40.560264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-11T20:27:40.560651] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-11T20:27:40.561397] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-11T20:27:40.561447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:40.561478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:40.561504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:40.561559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:40.617892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:40.618717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:40.618796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:40.618827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:40.737214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:40.737369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:40.737409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:40.737436] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:40.740769] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-11T20:27:40.741040] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-11T20:27:40.741162] [INFO ] [sig       ] MANH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:40.879378] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MANH.txt
[2025-12-11T20:27:40.879522] [INFO ] [sig       ] [2008/3605] Completed MANH in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:40.879560] [INFO ] [sig       ] [2009/3605] Forecasting MARA...
[2025-12-11T20:27:40.879610] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-11T20:27:40.879640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-11T20:27:40.891007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-11T20:27:40.891267] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-11T20:27:40.892027] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-11T20:27:40.892077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:40.892108] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:40.892160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:40.892217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:40.949000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:40.949961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:40.950044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:40.950076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:41.069733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:41.069881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:41.069922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:41.069949] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:41.073206] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-11T20:27:41.073468] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-11T20:27:41.073619] [INFO ] [sig       ] MARA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:41.214153] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MARA.txt
[2025-12-11T20:27:41.214283] [INFO ] [sig       ] [2009/3605] Completed MARA in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:41.214323] [INFO ] [sig       ] [2010/3605] Forecasting MAS...
[2025-12-11T20:27:41.214352] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-11T20:27:41.214380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-11T20:27:41.225449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-11T20:27:41.225741] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-11T20:27:41.226496] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-11T20:27:41.226546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:41.226594] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:41.226622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:41.226677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:41.283025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:41.283762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:41.283840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:41.283872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:41.401440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:41.401620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:41.401664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:41.401693] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:41.405144] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-12-11T20:27:41.405417] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-11T20:27:41.405541] [INFO ] [sig       ] MAS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:41.542203] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MAS.txt
[2025-12-11T20:27:41.542347] [INFO ] [sig       ] [2010/3605] Completed MAS in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:41.542386] [INFO ] [sig       ] [2011/3605] Forecasting MASI...
[2025-12-11T20:27:41.542414] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-11T20:27:41.542442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-11T20:27:41.555035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-11T20:27:41.555452] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-11T20:27:41.556337] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-11T20:27:41.556392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:41.556425] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:41.556454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:41.556511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:41.616965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:41.617960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:41.618046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:41.618077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:41.737193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:41.737372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:41.737415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:41.737461] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:41.740947] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=82.30%)
[2025-12-11T20:27:41.741236] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-11T20:27:41.741362] [INFO ] [sig       ] MASI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:41.885024] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MASI.txt
[2025-12-11T20:27:41.885179] [INFO ] [sig       ] [2011/3605] Completed MASI in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:41.885218] [INFO ] [sig       ] [2012/3605] Forecasting MASS...
[2025-12-11T20:27:41.885250] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-11T20:27:41.885280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-11T20:27:41.896816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-11T20:27:41.897138] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-11T20:27:41.898099] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-11T20:27:41.898152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:41.898183] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:41.898209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:41.898264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:41.953999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:41.954749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:41.954829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:41.954861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:42.079082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:42.079234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:42.079273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:42.079301] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:42.083671] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-12-11T20:27:42.083959] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-11T20:27:42.084085] [INFO ] [sig       ] MASS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:42.222636] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MASS.txt
[2025-12-11T20:27:42.222783] [INFO ] [sig       ] [2012/3605] Completed MASS in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:42.222831] [INFO ] [sig       ] [2013/3605] Forecasting MATX...
[2025-12-11T20:27:42.222861] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-11T20:27:42.222891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-11T20:27:42.234371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-11T20:27:42.234744] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-11T20:27:42.235563] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-11T20:27:42.235639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:42.235674] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:42.235701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:42.235757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:42.292911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:42.293779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:42.293908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:42.293959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:42.414662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:42.414820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:42.414860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:42.414887] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:42.418294] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-11T20:27:42.418640] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-11T20:27:42.418772] [INFO ] [sig       ] MATX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:42.560238] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MATX.txt
[2025-12-11T20:27:42.560408] [INFO ] [sig       ] [2013/3605] Completed MATX in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-11T20:27:42.560449] [INFO ] [sig       ] [2014/3605] Forecasting MAX...
[2025-12-11T20:27:42.560479] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-11T20:27:42.560509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-11T20:27:42.571840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-11T20:27:42.572164] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-11T20:27:42.573003] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-11T20:27:42.573055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:42.573088] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:42.573115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:42.573172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:42.632859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:42.633710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:42.633790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:42.633822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:42.750530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:42.750698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:42.750738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:42.750765] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:42.753992] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-12-11T20:27:42.754257] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-11T20:27:42.754373] [INFO ] [sig       ] MAX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:42.890694] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MAX.txt
[2025-12-11T20:27:42.890829] [INFO ] [sig       ] [2014/3605] Completed MAX in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-11T20:27:42.890867] [INFO ] [sig       ] [2015/3605] Forecasting MAXI...
[2025-12-11T20:27:42.890896] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-11T20:27:42.890925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-11T20:27:42.902442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-11T20:27:42.902749] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-11T20:27:42.903506] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-11T20:27:42.903557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:42.903608] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:42.903647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:42.903705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:42.961147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:42.962006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:42.962091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:42.962124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:43.080083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:43.080245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:43.080285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:43.080312] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:43.083627] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-12-11T20:27:43.083897] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-11T20:27:43.084016] [INFO ] [sig       ] MAXI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:43.234071] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MAXI.txt
[2025-12-11T20:27:43.234201] [INFO ] [sig       ] [2015/3605] Completed MAXI in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:43.234240] [INFO ] [sig       ] [2016/3605] Forecasting MAXN...
[2025-12-11T20:27:43.234268] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-11T20:27:43.234296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-11T20:27:43.245439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-11T20:27:43.245774] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-11T20:27:43.246526] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-11T20:27:43.246595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:43.246629] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:43.246655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:43.246710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:43.307165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:43.308172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:43.308257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:43.308291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:43.421333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:43.421492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:43.421534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:43.421562] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:43.425263] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-12-11T20:27:43.425568] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-11T20:27:43.425716] [INFO ] [sig       ] MAXN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:43.602089] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MAXN.txt
[2025-12-11T20:27:43.602257] [INFO ] [sig       ] [2016/3605] Completed MAXN in 0.4s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:43.602299] [INFO ] [sig       ] [2017/3605] Forecasting MBB...
[2025-12-11T20:27:43.602329] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-11T20:27:43.602358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-11T20:27:43.614555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-11T20:27:43.614870] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-11T20:27:43.615653] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-11T20:27:43.615703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:43.615735] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:43.615761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:43.615816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:43.673994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:43.674812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:43.674893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:43.674927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:43.795698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:43.795851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:43.795893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:43.795919] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:43.799170] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-11T20:27:43.799435] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-11T20:27:43.799550] [INFO ] [sig       ] MBB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:43.938083] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MBB.txt
[2025-12-11T20:27:43.938228] [INFO ] [sig       ] [2017/3605] Completed MBB in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:43.938268] [INFO ] [sig       ] [2018/3605] Forecasting MBC...
[2025-12-11T20:27:43.938296] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-11T20:27:43.938326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-11T20:27:43.949350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-11T20:27:43.949679] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-11T20:27:43.950428] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-11T20:27:43.950477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:43.950508] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:43.950534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:43.950608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:44.006535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:44.007320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:44.007401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:44.007434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:44.127633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:44.127790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:44.127848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:44.127880] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:44.131265] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-11T20:27:44.131538] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-11T20:27:44.131683] [INFO ] [sig       ] MBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:44.270229] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MBC.txt
[2025-12-11T20:27:44.270368] [INFO ] [sig       ] [2018/3605] Completed MBC in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:44.270406] [INFO ] [sig       ] [2019/3605] Forecasting MBCN...
[2025-12-11T20:27:44.270434] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-11T20:27:44.270469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-11T20:27:44.281242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-11T20:27:44.281544] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-11T20:27:44.282342] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-11T20:27:44.282394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:44.282427] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:44.282456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:44.282512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:44.339508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:44.340324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:44.340447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:44.340482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:44.433952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:44.434106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:44.434148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:44.434177] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:44.437672] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-11T20:27:44.437967] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-11T20:27:44.438090] [INFO ] [sig       ] MBCN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:44.576769] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MBCN.txt
[2025-12-11T20:27:44.576930] [INFO ] [sig       ] [2019/3605] Completed MBCN in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:44.576969] [INFO ] [sig       ] [2020/3605] Forecasting MBI...
[2025-12-11T20:27:44.576996] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-11T20:27:44.577024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-11T20:27:44.588899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-11T20:27:44.589252] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-11T20:27:44.590038] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-11T20:27:44.590089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:44.590119] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:44.590145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:44.590200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:44.645880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:44.646731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:44.646818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:44.646849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:44.764252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:44.764419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:44.764459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:44.764488] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:44.768008] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-11T20:27:44.768340] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-11T20:27:44.768474] [INFO ] [sig       ] MBI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:44.906079] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MBI.txt
[2025-12-11T20:27:44.906251] [INFO ] [sig       ] [2020/3605] Completed MBI in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:44.906295] [INFO ] [sig       ] [2021/3605] Forecasting MBIN...
[2025-12-11T20:27:44.906322] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-11T20:27:44.906350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-11T20:27:44.917855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-11T20:27:44.918220] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-11T20:27:44.919019] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-11T20:27:44.919070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:44.919102] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:44.919128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:44.919183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:44.979085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:44.980078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:44.980164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:44.980197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:45.095608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:45.095759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:45.095796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:45.095822] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:45.099178] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-12-11T20:27:45.099460] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-11T20:27:45.099598] [INFO ] [sig       ] MBIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:45.238038] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MBIN.txt
[2025-12-11T20:27:45.238188] [INFO ] [sig       ] [2021/3605] Completed MBIN in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:45.238228] [INFO ] [sig       ] [2022/3605] Forecasting MBIO...
[2025-12-11T20:27:45.238256] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-11T20:27:45.238284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-11T20:27:45.249213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-11T20:27:45.249531] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-11T20:27:45.250296] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-11T20:27:45.250345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:45.250377] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:45.250402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:45.250456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:45.308144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:45.309004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:45.309086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:45.309119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:45.429823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:45.429948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:45.429988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:45.430017] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:45.433383] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-12-11T20:27:45.433683] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-11T20:27:45.433811] [INFO ] [sig       ] MBIO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:45.570954] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MBIO.txt
[2025-12-11T20:27:45.571140] [INFO ] [sig       ] [2022/3605] Completed MBIO in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:45.571181] [INFO ] [sig       ] [2023/3605] Forecasting MBLY...
[2025-12-11T20:27:45.571209] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-11T20:27:45.571243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-11T20:27:45.582717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-11T20:27:45.583073] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-11T20:27:45.583874] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-11T20:27:45.583924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:45.583956] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:45.583982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:45.584037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:45.640071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:45.640903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:45.640986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:45.641017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:45.757711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:45.760742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:45.760810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:45.760838] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:45.764177] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-11T20:27:45.764457] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-11T20:27:45.764600] [INFO ] [sig       ] MBLY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:45.901764] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MBLY.txt
[2025-12-11T20:27:45.901888] [INFO ] [sig       ] [2023/3605] Completed MBLY in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:45.901924] [INFO ] [sig       ] [2024/3605] Forecasting MBS...
[2025-12-11T20:27:45.901953] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-11T20:27:45.901982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-11T20:27:45.913332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-11T20:27:45.913690] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-11T20:27:45.914481] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-11T20:27:45.914534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:45.914592] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:45.914625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:45.914682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:45.978473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:45.979197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:45.979273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:45.979305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:46.095992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:46.096160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:46.096202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:46.096232] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:46.099654] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-11T20:27:46.099948] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-11T20:27:46.100089] [INFO ] [sig       ] MBS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:46.253657] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MBS.txt
[2025-12-11T20:27:46.253784] [INFO ] [sig       ] [2024/3605] Completed MBS in 0.4s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:46.253821] [INFO ] [sig       ] [2025/3605] Forecasting MBWM...
[2025-12-11T20:27:46.253850] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-11T20:27:46.253878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-11T20:27:46.265227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-11T20:27:46.265490] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-11T20:27:46.266242] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-11T20:27:46.266292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:46.266323] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:46.266349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:46.266405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:46.323422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:46.324222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:46.324304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:46.324335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:46.438638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:46.438773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:46.438810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:46.438838] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:46.442034] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-11T20:27:46.442298] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-11T20:27:46.442416] [INFO ] [sig       ] MBWM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:46.584193] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MBWM.txt
[2025-12-11T20:27:46.584330] [INFO ] [sig       ] [2025/3605] Completed MBWM in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:46.584369] [INFO ] [sig       ] [2026/3605] Forecasting MBX...
[2025-12-11T20:27:46.584398] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-11T20:27:46.584426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-11T20:27:46.595836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-11T20:27:46.596109] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-11T20:27:46.596893] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-11T20:27:46.596942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:46.596999] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:46.597026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:46.597091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:46.653337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:46.653985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:46.654060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:46.654091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:46.774238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:46.774388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:46.774425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:46.774452] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:46.777764] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2025-12-11T20:27:46.778050] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-11T20:27:46.778168] [INFO ] [sig       ] MBX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:46.915027] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MBX.txt
[2025-12-11T20:27:46.915148] [INFO ] [sig       ] [2026/3605] Completed MBX in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:46.915186] [INFO ] [sig       ] [2027/3605] Forecasting MC...
[2025-12-11T20:27:46.915214] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-11T20:27:46.915243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-11T20:27:46.926470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-11T20:27:46.926763] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-11T20:27:46.927520] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-11T20:27:46.927570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:46.927640] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:46.927681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:46.927737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:46.984013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:46.984624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:46.984699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:46.984730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:47.101988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:47.102120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:47.102157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:47.102183] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:47.105379] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-11T20:27:47.105661] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-11T20:27:47.105778] [INFO ] [sig       ] MC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:47.258287] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MC.txt
[2025-12-11T20:27:47.258438] [INFO ] [sig       ] [2027/3605] Completed MC in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:47.258478] [INFO ] [sig       ] [2028/3605] Forecasting MCBS...
[2025-12-11T20:27:47.258508] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-11T20:27:47.258538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-11T20:27:47.270658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-11T20:27:47.271031] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-11T20:27:47.271821] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-11T20:27:47.271883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:47.271915] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:47.271941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:47.271995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:47.329848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:47.330526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:47.330625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:47.330659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:47.456400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:47.456599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:47.456655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:47.456696] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:47.461184] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-12-11T20:27:47.461526] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-11T20:27:47.461705] [INFO ] [sig       ] MCBS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:47.601527] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MCBS.txt
[2025-12-11T20:27:47.601669] [INFO ] [sig       ] [2028/3605] Completed MCBS in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:47.601709] [INFO ] [sig       ] [2029/3605] Forecasting MCHI...
[2025-12-11T20:27:47.601738] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-11T20:27:47.601768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-11T20:27:47.613068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-11T20:27:47.613368] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-11T20:27:47.614133] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-11T20:27:47.614183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:47.614214] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:47.614240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:47.614295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:47.671149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:47.672001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:47.672083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:47.672116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:47.795220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:47.795364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:47.795401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:47.795461] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:47.798728] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-12-11T20:27:47.798990] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-11T20:27:47.799129] [INFO ] [sig       ] MCHI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:47.935901] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MCHI.txt
[2025-12-11T20:27:47.936032] [INFO ] [sig       ] [2029/3605] Completed MCHI in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:47.936070] [INFO ] [sig       ] [2030/3605] Forecasting MCHP...
[2025-12-11T20:27:47.936099] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-11T20:27:47.936127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-11T20:27:47.948048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-11T20:27:47.948462] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-11T20:27:47.949347] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-11T20:27:47.949401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:47.949434] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:47.949459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:47.949513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:48.008702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:48.009593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:48.009679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:48.009713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:48.133500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:48.133691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:48.133739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:48.133768] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:48.137208] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-12-11T20:27:48.137500] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-11T20:27:48.137644] [INFO ] [sig       ] MCHP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:48.276746] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MCHP.txt
[2025-12-11T20:27:48.276887] [INFO ] [sig       ] [2030/3605] Completed MCHP in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-11T20:27:48.276926] [INFO ] [sig       ] [2031/3605] Forecasting MCHX...
[2025-12-11T20:27:48.276954] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-11T20:27:48.276982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-11T20:27:48.288471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-11T20:27:48.288799] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-11T20:27:48.289568] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-11T20:27:48.289637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:48.289669] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:48.289694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:48.289749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:48.345465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:48.346172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:48.346250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:48.346282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:48.451331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:48.451482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:48.451520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:48.451548] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:48.454801] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-12-11T20:27:48.455067] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-11T20:27:48.455184] [INFO ] [sig       ] MCHX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:48.591234] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MCHX.txt
[2025-12-11T20:27:48.591387] [INFO ] [sig       ] [2031/3605] Completed MCHX in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-11T20:27:48.591432] [INFO ] [sig       ] [2032/3605] Forecasting MCI...
[2025-12-11T20:27:48.591462] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-11T20:27:48.591492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-11T20:27:48.602976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-11T20:27:48.603246] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-11T20:27:48.604003] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-11T20:27:48.604052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:48.604082] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:48.604109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:48.604164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:48.659515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:48.660154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:48.660231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:48.660262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:48.772645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:48.772792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:48.772831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:48.772858] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:48.776093] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-11T20:27:48.776352] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-11T20:27:48.776467] [INFO ] [sig       ] MCI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:48.914755] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MCI.txt
[2025-12-11T20:27:48.914887] [INFO ] [sig       ] [2032/3605] Completed MCI in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-11T20:27:48.914924] [INFO ] [sig       ] [2033/3605] Forecasting MCK...
[2025-12-11T20:27:48.914952] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-11T20:27:48.914979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-11T20:27:48.926051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-11T20:27:48.926338] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-11T20:27:48.927092] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-11T20:27:48.927141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:48.927173] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:48.927199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:48.927253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:48.982404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:48.983109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:48.983185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:48.983216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:49.101982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:49.102136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:49.102174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:49.102201] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:49.105469] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=53.25%)
[2025-12-11T20:27:49.105770] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-11T20:27:49.105889] [INFO ] [sig       ] MCK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:49.240869] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MCK.txt
[2025-12-11T20:27:49.241006] [INFO ] [sig       ] [2033/3605] Completed MCK in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:49.241045] [INFO ] [sig       ] [2034/3605] Forecasting MCN...
[2025-12-11T20:27:49.241072] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-11T20:27:49.241101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-11T20:27:49.252381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-11T20:27:49.252734] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-11T20:27:49.253474] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-11T20:27:49.253523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:49.253554] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:49.253602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:49.253659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:49.308745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:49.309378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:49.309456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:49.309486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:49.423745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:49.423915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:49.423955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:49.423982] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:49.427238] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-11T20:27:49.427504] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-11T20:27:49.427639] [INFO ] [sig       ] MCN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:49.562965] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MCN.txt
[2025-12-11T20:27:49.563096] [INFO ] [sig       ] [2034/3605] Completed MCN in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:49.563135] [INFO ] [sig       ] [2035/3605] Forecasting MCO...
[2025-12-11T20:27:49.563163] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-11T20:27:49.563192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-11T20:27:49.574453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-11T20:27:49.574772] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-11T20:27:49.575522] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-11T20:27:49.575591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:49.575623] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:49.575648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:49.575702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:49.634093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:49.634941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:49.635020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:49.635051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:49.749528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:49.749699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:49.749762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:49.749792] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:49.753049] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-12-11T20:27:49.753313] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-11T20:27:49.753431] [INFO ] [sig       ] MCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:49.888779] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MCO.txt
[2025-12-11T20:27:49.888909] [INFO ] [sig       ] [2035/3605] Completed MCO in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:49.888947] [INFO ] [sig       ] [2036/3605] Forecasting MCRB...
[2025-12-11T20:27:49.888974] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-11T20:27:49.889003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-11T20:27:49.900709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-11T20:27:49.901020] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-11T20:27:49.901790] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-11T20:27:49.901839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:49.901870] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:49.901897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:49.901952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:49.957034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:49.957751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:49.957869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:49.957904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:50.070556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:50.070719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:50.070759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:50.070787] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:50.074015] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-12-11T20:27:50.074286] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-11T20:27:50.074404] [INFO ] [sig       ] MCRB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:50.209539] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MCRB.txt
[2025-12-11T20:27:50.209684] [INFO ] [sig       ] [2036/3605] Completed MCRB in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:50.209723] [INFO ] [sig       ] [2037/3605] Forecasting MCRI...
[2025-12-11T20:27:50.209750] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-11T20:27:50.209777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-11T20:27:50.221370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-11T20:27:50.221720] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-11T20:27:50.222483] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-11T20:27:50.222534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:50.222565] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:50.222614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:50.222670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:50.278541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:50.279477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:50.279564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:50.279617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:50.401664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:50.401801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:50.401841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:50.401869] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:50.405193] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-12-11T20:27:50.405461] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-11T20:27:50.405600] [INFO ] [sig       ] MCRI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:50.544858] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MCRI.txt
[2025-12-11T20:27:50.545000] [INFO ] [sig       ] [2037/3605] Completed MCRI in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:50.545038] [INFO ] [sig       ] [2038/3605] Forecasting MCS...
[2025-12-11T20:27:50.545067] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-11T20:27:50.545095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-11T20:27:50.560701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-11T20:27:50.561230] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-11T20:27:50.562241] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-11T20:27:50.562296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:50.562331] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:50.562359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:50.562417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:50.621717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:50.622801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:50.622901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:50.622935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:50.747309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:50.747606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:50.747663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:50.747693] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:50.751799] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-12-11T20:27:50.752126] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-11T20:27:50.752272] [INFO ] [sig       ] MCS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:50.892367] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MCS.txt
[2025-12-11T20:27:50.892618] [INFO ] [sig       ] [2038/3605] Completed MCS in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:50.892665] [INFO ] [sig       ] [2039/3605] Forecasting MCY...
[2025-12-11T20:27:50.892697] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-11T20:27:50.892727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-11T20:27:50.905989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-11T20:27:50.906402] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-11T20:27:50.907281] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-11T20:27:50.907332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:50.907400] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:50.907429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:50.907486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:50.965334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:50.966449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:50.966543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:50.966595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:51.089931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:51.090208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:51.090257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:51.090287] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:51.094540] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=48.03%)
[2025-12-11T20:27:51.094929] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-11T20:27:51.095084] [INFO ] [sig       ] MCY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:51.238651] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MCY.txt
[2025-12-11T20:27:51.238875] [INFO ] [sig       ] [2039/3605] Completed MCY in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:51.238918] [INFO ] [sig       ] [2040/3605] Forecasting MD...
[2025-12-11T20:27:51.238948] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-11T20:27:51.238979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-11T20:27:51.252365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-11T20:27:51.252822] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-11T20:27:51.253664] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-11T20:27:51.253718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:51.253751] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:51.253779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:51.253837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:51.311406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:51.312188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:51.312278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:51.312319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:51.430939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:51.431104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:51.431146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:51.431174] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:51.434626] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-11T20:27:51.434917] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-11T20:27:51.435042] [INFO ] [sig       ] MD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:51.571718] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MD.txt
[2025-12-11T20:27:51.571892] [INFO ] [sig       ] [2040/3605] Completed MD in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:51.571933] [INFO ] [sig       ] [2041/3605] Forecasting MDAI...
[2025-12-11T20:27:51.571961] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-11T20:27:51.571991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-11T20:27:51.583754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-11T20:27:51.584051] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-11T20:27:51.584852] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-11T20:27:51.584902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:51.584933] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:51.584958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:51.585020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:51.640400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:51.641072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:51.641153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:51.641183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:51.762894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:51.763101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:51.763149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:51.763177] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:51.766831] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-11T20:27:51.767137] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-11T20:27:51.767265] [INFO ] [sig       ] MDAI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:51.905661] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MDAI.txt
[2025-12-11T20:27:51.905799] [INFO ] [sig       ] [2041/3605] Completed MDAI in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:51.905841] [INFO ] [sig       ] [2042/3605] Forecasting MDB...
[2025-12-11T20:27:51.905869] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-11T20:27:51.905898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-11T20:27:51.917646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-11T20:27:51.917948] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-11T20:27:51.918747] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-11T20:27:51.918796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:51.918827] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:51.918852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:51.918906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:51.975670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:51.976310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:51.976393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:51.976424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:52.101161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:52.101317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:52.101358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:52.101385] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:52.104814] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=81.53%)
[2025-12-11T20:27:52.105108] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-11T20:27:52.105237] [INFO ] [sig       ] MDB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:52.245057] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MDB.txt
[2025-12-11T20:27:52.245173] [INFO ] [sig       ] [2042/3605] Completed MDB in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:52.245210] [INFO ] [sig       ] [2043/3605] Forecasting MDGL...
[2025-12-11T20:27:52.245244] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-11T20:27:52.245273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-11T20:27:52.256494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-11T20:27:52.256773] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-11T20:27:52.257509] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-11T20:27:52.257559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:52.257631] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:52.257660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:52.257715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:52.315651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:52.316424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:52.316506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:52.316539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:52.430797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:52.430946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:52.430985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:52.431012] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:52.434267] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-12-11T20:27:52.434525] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-11T20:27:52.434659] [INFO ] [sig       ] MDGL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:52.574884] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MDGL.txt
[2025-12-11T20:27:52.575011] [INFO ] [sig       ] [2043/3605] Completed MDGL in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:52.575072] [INFO ] [sig       ] [2044/3605] Forecasting MDLZ...
[2025-12-11T20:27:52.575126] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-11T20:27:52.575158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-11T20:27:52.586147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-11T20:27:52.586413] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-11T20:27:52.587168] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-11T20:27:52.587219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:52.587250] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:52.587276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:52.587331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:52.643789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:52.644381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:52.644460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:52.644492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:52.763908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:52.764066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:52.764106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:52.764135] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:52.767468] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-12-11T20:27:52.767753] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-11T20:27:52.767894] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:52.906382] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MDLZ.txt
[2025-12-11T20:27:52.906499] [INFO ] [sig       ] [2044/3605] Completed MDLZ in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:52.906539] [INFO ] [sig       ] [2045/3605] Forecasting MDWD...
[2025-12-11T20:27:52.906567] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-11T20:27:52.906616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-11T20:27:52.917925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-11T20:27:52.918205] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-11T20:27:52.919057] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-11T20:27:52.919110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:52.919143] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:52.919171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:52.919227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:52.975767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:52.976473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:52.976561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:52.976612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:53.092033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:53.092183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:53.092221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:53.092248] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:53.095495] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-11T20:27:53.095774] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-11T20:27:53.095889] [INFO ] [sig       ] MDWD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:53.232138] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MDWD.txt
[2025-12-11T20:27:53.232254] [INFO ] [sig       ] [2045/3605] Completed MDWD in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:53.232292] [INFO ] [sig       ] [2046/3605] Forecasting MDXG...
[2025-12-11T20:27:53.232321] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-11T20:27:53.232350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-11T20:27:53.243128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-11T20:27:53.243406] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-11T20:27:53.244173] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-11T20:27:53.244223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:53.244255] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:53.244281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:53.244335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:53.301190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:53.301970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:53.302048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:53.302080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:53.417650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:53.417787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:53.417901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:53.418015] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:53.421281] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-11T20:27:53.421550] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-11T20:27:53.421687] [INFO ] [sig       ] MDXG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:53.558815] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MDXG.txt
[2025-12-11T20:27:53.558942] [INFO ] [sig       ] [2046/3605] Completed MDXG in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:53.558980] [INFO ] [sig       ] [2047/3605] Forecasting MDXH...
[2025-12-11T20:27:53.559008] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-11T20:27:53.559037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-11T20:27:53.569960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-11T20:27:53.570272] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-11T20:27:53.571041] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-11T20:27:53.571092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:53.571123] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:53.571150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:53.571205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:53.627607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:53.628231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:53.628307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:53.628338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:53.741161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:53.741308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:53.741346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:53.741374] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:53.744649] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: DOWN (p=40.35%)
[2025-12-11T20:27:53.744909] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-11T20:27:53.745026] [INFO ] [sig       ] MDXH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:53.881588] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MDXH.txt
[2025-12-11T20:27:53.881722] [INFO ] [sig       ] [2047/3605] Completed MDXH in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-11T20:27:53.881760] [INFO ] [sig       ] [2048/3605] Forecasting MEC...
[2025-12-11T20:27:53.881788] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-11T20:27:53.881817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-11T20:27:53.893380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-11T20:27:53.893683] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-11T20:27:53.894425] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-11T20:27:53.894475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:53.894511] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:53.894537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:53.894614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:53.954818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:53.955719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:53.955817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:53.955886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:54.075200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:54.075356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:54.075395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:54.075423] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:54.078822] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=30.38%)
[2025-12-11T20:27:54.079097] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-11T20:27:54.079218] [INFO ] [sig       ] MEC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:54.218180] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MEC.txt
[2025-12-11T20:27:54.218301] [INFO ] [sig       ] [2048/3605] Completed MEC in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-11T20:27:54.218338] [INFO ] [sig       ] [2049/3605] Forecasting MED...
[2025-12-11T20:27:54.218367] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-11T20:27:54.218396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-11T20:27:54.229973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-11T20:27:54.230292] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-11T20:27:54.231101] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-11T20:27:54.231153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:54.231185] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:54.231212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:54.231269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:54.289607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:54.290391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:54.290475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:54.290507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:54.414034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:54.414194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:54.414235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:54.414262] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:54.417732] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-12-11T20:27:54.418056] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-11T20:27:54.418185] [INFO ] [sig       ] MED: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:54.559193] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MED.txt
[2025-12-11T20:27:54.559317] [INFO ] [sig       ] [2049/3605] Completed MED in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-11T20:27:54.559356] [INFO ] [sig       ] [2050/3605] Forecasting MEDP...
[2025-12-11T20:27:54.559385] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-11T20:27:54.559414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-11T20:27:54.570780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-11T20:27:54.571043] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-11T20:27:54.571808] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-11T20:27:54.571858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:54.571889] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:54.571915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:54.571981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:54.629320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:54.630035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:54.630112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:54.630144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:54.748744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:54.748901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:54.748942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:54.748969] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:54.752231] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-11T20:27:54.752496] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-11T20:27:54.752631] [INFO ] [sig       ] MEDP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:54.889247] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MEDP.txt
[2025-12-11T20:27:54.889385] [INFO ] [sig       ] [2050/3605] Completed MEDP in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-11T20:27:54.889423] [INFO ] [sig       ] [2051/3605] Forecasting MEG...
[2025-12-11T20:27:54.889451] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-11T20:27:54.889480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-11T20:27:54.900592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-11T20:27:54.900882] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-11T20:27:54.901649] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-11T20:27:54.901699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:54.901731] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:54.901757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:54.901811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:54.960455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:54.961330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:54.961414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:54.961448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:55.090725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:55.090907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:55.090946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:55.090974] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:55.094259] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=18.90%)
[2025-12-11T20:27:55.094534] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-11T20:27:55.094676] [INFO ] [sig       ] MEG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:55.233122] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MEG.txt
[2025-12-11T20:27:55.233264] [INFO ] [sig       ] [2051/3605] Completed MEG in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:55.233305] [INFO ] [sig       ] [2052/3605] Forecasting MEGI...
[2025-12-11T20:27:55.233334] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-11T20:27:55.233364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-11T20:27:55.245234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-11T20:27:55.245530] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-11T20:27:55.246318] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-11T20:27:55.246381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:55.246415] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:55.246440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:55.246496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:55.305254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:55.306009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:55.306090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:55.306124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:55.426659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:55.426815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:55.426855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:55.426882] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:55.430297] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-11T20:27:55.430603] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-11T20:27:55.430733] [INFO ] [sig       ] MEGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:55.570404] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MEGI.txt
[2025-12-11T20:27:55.570556] [INFO ] [sig       ] [2052/3605] Completed MEGI in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:55.570615] [INFO ] [sig       ] [2053/3605] Forecasting MEI...
[2025-12-11T20:27:55.570647] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-11T20:27:55.570678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-11T20:27:55.582004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-11T20:27:55.582367] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-11T20:27:55.583182] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-11T20:27:55.583237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:55.583270] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:55.583299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:55.583356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:55.640798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:55.641654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:55.641772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:55.641807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:55.765064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:55.765220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:55.765263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:55.765292] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:55.768697] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=44.14%)
[2025-12-11T20:27:55.768972] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-11T20:27:55.769096] [INFO ] [sig       ] MEI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:55.909463] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MEI.txt
[2025-12-11T20:27:55.909612] [INFO ] [sig       ] [2053/3605] Completed MEI in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:55.909654] [INFO ] [sig       ] [2054/3605] Forecasting MELI...
[2025-12-11T20:27:55.909684] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-11T20:27:55.909713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-11T20:27:55.921726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-11T20:27:55.922048] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-11T20:27:55.922835] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-11T20:27:55.922885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:55.922917] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:55.922942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:55.922997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:55.979908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:55.980596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:55.980679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:55.980713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:56.100017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:56.100177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:56.100219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:56.100247] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:56.103634] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-12-11T20:27:56.103906] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-11T20:27:56.104025] [INFO ] [sig       ] MELI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:56.241099] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MELI.txt
[2025-12-11T20:27:56.241256] [INFO ] [sig       ] [2054/3605] Completed MELI in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:56.241295] [INFO ] [sig       ] [2055/3605] Forecasting MEOH...
[2025-12-11T20:27:56.241323] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-11T20:27:56.241352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-11T20:27:56.252900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-11T20:27:56.253289] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-11T20:27:56.254105] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-11T20:27:56.254157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:56.254188] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:56.254214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:56.254269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:56.310717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:56.311610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:56.311701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:56.311734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:56.431039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:56.431209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:56.431253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:56.431282] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:56.434715] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-11T20:27:56.434993] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-11T20:27:56.435127] [INFO ] [sig       ] MEOH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:56.575040] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MEOH.txt
[2025-12-11T20:27:56.575185] [INFO ] [sig       ] [2055/3605] Completed MEOH in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:56.575223] [INFO ] [sig       ] [2056/3605] Forecasting MERC...
[2025-12-11T20:27:56.575252] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-11T20:27:56.575282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-11T20:27:56.586616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-11T20:27:56.586952] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-11T20:27:56.587773] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-11T20:27:56.587823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:56.587881] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:56.587928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:56.588019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:56.644654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:56.645412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:56.645494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:56.645527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:56.765722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:56.765878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:56.765918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:56.765945] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:56.769241] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-11T20:27:56.769509] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-11T20:27:56.769644] [INFO ] [sig       ] MERC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:56.905929] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MERC.txt
[2025-12-11T20:27:56.906089] [INFO ] [sig       ] [2056/3605] Completed MERC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:56.906127] [INFO ] [sig       ] [2057/3605] Forecasting META...
[2025-12-11T20:27:56.906156] [INFO ] [sig       ] Generating forecast for: META
[2025-12-11T20:27:56.906185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-11T20:27:56.917386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-11T20:27:56.917700] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-11T20:27:56.918488] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-11T20:27:56.918540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:56.918593] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:56.918624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:56.918680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:56.974494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:56.975274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:56.975354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:56.975386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:57.098225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:57.098385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:57.098423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:57.098450] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:57.101801] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-12-11T20:27:57.102067] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-11T20:27:57.102183] [INFO ] [sig       ] META: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:57.239066] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/META.txt
[2025-12-11T20:27:57.239213] [INFO ] [sig       ] [2057/3605] Completed META in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:57.239252] [INFO ] [sig       ] [2058/3605] Forecasting METC...
[2025-12-11T20:27:57.239280] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-11T20:27:57.239308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-11T20:27:57.250375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-11T20:27:57.250709] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-11T20:27:57.251665] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-11T20:27:57.251720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:57.251752] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:57.251779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:57.251835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:57.308877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:57.309762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:57.309844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:57.309876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:57.423244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:57.423394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:57.423432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:57.423459] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:57.426710] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=79.89%)
[2025-12-11T20:27:57.426970] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-11T20:27:57.427086] [INFO ] [sig       ] METC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:57.566587] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/METC.txt
[2025-12-11T20:27:57.566728] [INFO ] [sig       ] [2058/3605] Completed METC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:57.566767] [INFO ] [sig       ] [2059/3605] Forecasting METCB...
[2025-12-11T20:27:57.566795] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-11T20:27:57.566823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-11T20:27:57.578702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-11T20:27:57.579039] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-11T20:27:57.579865] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-11T20:27:57.579916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:57.579950] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:57.579978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:57.580034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:57.636188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:57.636860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:57.636936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:57.636967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:57.758310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:57.758459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:57.758499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:57.758532] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:57.761934] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=61.30%)
[2025-12-11T20:27:57.762209] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-11T20:27:57.762347] [INFO ] [sig       ] METCB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:57.900915] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/METCB.txt
[2025-12-11T20:27:57.901036] [INFO ] [sig       ] [2059/3605] Completed METCB in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:57.901073] [INFO ] [sig       ] [2060/3605] Forecasting METD...
[2025-12-11T20:27:57.901101] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-11T20:27:57.901130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-11T20:27:57.912982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-11T20:27:57.913272] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-11T20:27:57.914056] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-11T20:27:57.914107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:57.914174] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:57.914213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:57.914293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:57.969585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:57.970198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:57.970274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:57.970305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:58.089196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:58.089331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:58.089368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:58.089395] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:58.092640] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-11T20:27:58.092896] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-11T20:27:58.093013] [INFO ] [sig       ] METD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:58.232855] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/METD.txt
[2025-12-11T20:27:58.232989] [INFO ] [sig       ] [2060/3605] Completed METD in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:58.233028] [INFO ] [sig       ] [2061/3605] Forecasting MFA...
[2025-12-11T20:27:58.233056] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-11T20:27:58.233084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-11T20:27:58.244214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-11T20:27:58.244564] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-11T20:27:58.245360] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-11T20:27:58.245411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:58.245442] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:58.245470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:58.245526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:58.302025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:58.302891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:58.302970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:58.303001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:58.424438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:58.424587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:58.424626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:58.424654] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:58.427855] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-11T20:27:58.428113] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-11T20:27:58.428228] [INFO ] [sig       ] MFA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:58.564681] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MFA.txt
[2025-12-11T20:27:58.564803] [INFO ] [sig       ] [2061/3605] Completed MFA in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:58.564840] [INFO ] [sig       ] [2062/3605] Forecasting MFC...
[2025-12-11T20:27:58.564868] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-11T20:27:58.564896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-11T20:27:58.576806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-11T20:27:58.577237] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-11T20:27:58.578151] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-11T20:27:58.578212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:58.578247] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:58.578273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:58.578330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:58.636952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:58.637834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:58.637921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:58.637953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:58.758845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:58.758998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:58.759041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:58.759069] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:58.762519] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-11T20:27:58.762863] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-11T20:27:58.762990] [INFO ] [sig       ] MFC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:58.905100] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MFC.txt
[2025-12-11T20:27:58.905260] [INFO ] [sig       ] [2062/3605] Completed MFC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:58.905299] [INFO ] [sig       ] [2063/3605] Forecasting MFG...
[2025-12-11T20:27:58.905328] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-11T20:27:58.905357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-11T20:27:58.916848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-11T20:27:58.917105] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-11T20:27:58.917921] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-11T20:27:58.917981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:58.918013] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:58.918047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:58.918101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:58.974147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:58.974931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:58.975033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:58.975083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:59.099460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:59.099625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:59.099667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:59.099721] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:59.103041] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=57.40%)
[2025-12-11T20:27:59.103304] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-11T20:27:59.103425] [INFO ] [sig       ] MFG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:27:59.242383] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MFG.txt
[2025-12-11T20:27:59.242509] [INFO ] [sig       ] [2063/3605] Completed MFG in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:59.242547] [INFO ] [sig       ] [2064/3605] Forecasting MFI...
[2025-12-11T20:27:59.242593] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-11T20:27:59.242625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-11T20:27:59.253551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-11T20:27:59.253836] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-11T20:27:59.254594] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-11T20:27:59.254643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:59.254674] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:59.254699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:59.254753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:59.310313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:59.310941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:59.311016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:59.311046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:59.425760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:59.425922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:59.425965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:59.425992] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:59.429430] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=25.37%)
[2025-12-11T20:27:59.429731] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-11T20:27:59.429859] [INFO ] [sig       ] MFI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:59.568557] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MFI.txt
[2025-12-11T20:27:59.568713] [INFO ] [sig       ] [2064/3605] Completed MFI in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-11T20:27:59.568752] [INFO ] [sig       ] [2065/3605] Forecasting MFIC...
[2025-12-11T20:27:59.568780] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-11T20:27:59.568809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-11T20:27:59.580859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-11T20:27:59.581171] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-11T20:27:59.581965] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-11T20:27:59.582015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:59.582045] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:59.582071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:59.582125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:59.637677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:59.638319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:59.638398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:59.638429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:27:59.755869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:27:59.755991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:27:59.756026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:27:59.756052] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:27:59.759206] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-12-11T20:27:59.759467] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-11T20:27:59.759613] [INFO ] [sig       ] MFIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:27:59.894730] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MFIC.txt
[2025-12-11T20:27:59.894858] [INFO ] [sig       ] [2065/3605] Completed MFIC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-11T20:27:59.894894] [INFO ] [sig       ] [2066/3605] Forecasting MFIN...
[2025-12-11T20:27:59.894922] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-11T20:27:59.894951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-11T20:27:59.906006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-11T20:27:59.906309] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-11T20:27:59.907089] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-11T20:27:59.907139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:27:59.907170] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:27:59.907195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:27:59.907249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:27:59.962660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:27:59.963315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:27:59.963394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:27:59.963425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:00.080534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:00.080709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:00.080749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:00.080776] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:00.084039] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-11T20:28:00.084300] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-11T20:28:00.084418] [INFO ] [sig       ] MFIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:00.220455] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MFIN.txt
[2025-12-11T20:28:00.220622] [INFO ] [sig       ] [2066/3605] Completed MFIN in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-11T20:28:00.220674] [INFO ] [sig       ] [2067/3605] Forecasting MFM...
[2025-12-11T20:28:00.220703] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-11T20:28:00.220731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-11T20:28:00.231700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-11T20:28:00.232011] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-11T20:28:00.232770] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-11T20:28:00.232820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:00.232851] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:00.232878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:00.232933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:00.288338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:00.289022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:00.289101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:00.289132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:00.406325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:00.406445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:00.406484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:00.406511] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:00.409977] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-11T20:28:00.410243] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-11T20:28:00.410362] [INFO ] [sig       ] MFM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:00.549370] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MFM.txt
[2025-12-11T20:28:00.549512] [INFO ] [sig       ] [2067/3605] Completed MFM in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-11T20:28:00.549555] [INFO ] [sig       ] [2068/3605] Forecasting MG...
[2025-12-11T20:28:00.549613] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-11T20:28:00.549646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-11T20:28:00.563201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-11T20:28:00.563647] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-11T20:28:00.564586] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-11T20:28:00.564639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:00.564673] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:00.564699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:00.564755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:00.625863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:00.627073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:00.627168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:00.627201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:00.745723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:00.745962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:00.746007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:00.746035] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:00.749997] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-11T20:28:00.750307] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-11T20:28:00.750471] [INFO ] [sig       ] MG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:00.899314] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MG.txt
[2025-12-11T20:28:00.899529] [INFO ] [sig       ] [2068/3605] Completed MG in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-11T20:28:00.899602] [INFO ] [sig       ] [2069/3605] Forecasting MGA...
[2025-12-11T20:28:00.899637] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-11T20:28:00.899670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-11T20:28:00.913058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-11T20:28:00.913670] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-11T20:28:00.914799] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-11T20:28:00.914856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:00.914890] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:00.914916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:00.914975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:00.976646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:00.977953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:00.978050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:00.978087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:01.101759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:01.101923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:01.101963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:01.101990] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:01.105496] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=39.44%)
[2025-12-11T20:28:01.105804] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-11T20:28:01.105928] [INFO ] [sig       ] MGA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:01.245436] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MGA.txt
[2025-12-11T20:28:01.245643] [INFO ] [sig       ] [2069/3605] Completed MGA in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:01.245705] [INFO ] [sig       ] [2070/3605] Forecasting MGEE...
[2025-12-11T20:28:01.245755] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-11T20:28:01.245799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-11T20:28:01.257563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-11T20:28:01.257935] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-11T20:28:01.258779] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-11T20:28:01.258830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:01.258863] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:01.258891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:01.258949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:01.317696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:01.318325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:01.318405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:01.318466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:01.439659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:01.439812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:01.439870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:01.439900] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:01.443425] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=86.73%)
[2025-12-11T20:28:01.443724] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-11T20:28:01.443849] [INFO ] [sig       ] MGEE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:01.588386] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MGEE.txt
[2025-12-11T20:28:01.588546] [INFO ] [sig       ] [2070/3605] Completed MGEE in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:01.588627] [INFO ] [sig       ] [2071/3605] Forecasting MGIC...
[2025-12-11T20:28:01.588672] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-11T20:28:01.588705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-11T20:28:01.601940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-11T20:28:01.602594] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-11T20:28:01.603646] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-11T20:28:01.603704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:01.603740] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:01.603768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:01.603828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:01.665881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:01.667076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:01.667179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:01.667213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:01.797713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:01.797920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:01.797965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:01.797996] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:01.801736] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-11T20:28:01.802030] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-11T20:28:01.802163] [INFO ] [sig       ] MGIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:01.949894] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MGIC.txt
[2025-12-11T20:28:01.950143] [INFO ] [sig       ] [2071/3605] Completed MGIC in 0.4s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:01.950196] [INFO ] [sig       ] [2072/3605] Forecasting MGM...
[2025-12-11T20:28:01.950226] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-11T20:28:01.950265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-11T20:28:01.964144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-11T20:28:01.964624] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-11T20:28:01.965547] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-11T20:28:01.965619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:01.965655] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:01.965689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:01.965751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:02.022549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:02.023780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:02.023921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:02.023956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:02.144771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:02.145001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:02.145049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:02.145079] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:02.148959] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-12-11T20:28:02.149265] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-11T20:28:02.149413] [INFO ] [sig       ] MGM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:02.296215] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MGM.txt
[2025-12-11T20:28:02.296424] [INFO ] [sig       ] [2072/3605] Completed MGM in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:02.296467] [INFO ] [sig       ] [2073/3605] Forecasting MGNI...
[2025-12-11T20:28:02.296496] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-11T20:28:02.296526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-11T20:28:02.309182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-11T20:28:02.309472] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-11T20:28:02.310371] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-11T20:28:02.310423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:02.310456] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:02.310483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:02.310538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:02.366157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:02.366972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:02.367061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:02.367092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:02.488696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:02.488872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:02.488911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:02.488937] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:02.492416] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-11T20:28:02.492705] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-11T20:28:02.492830] [INFO ] [sig       ] MGNI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:02.639923] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MGNI.txt
[2025-12-11T20:28:02.640419] [INFO ] [sig       ] [2073/3605] Completed MGNI in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:02.640477] [INFO ] [sig       ] [2074/3605] Forecasting MGNX...
[2025-12-11T20:28:02.640523] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-11T20:28:02.640559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-11T20:28:02.654280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-11T20:28:02.654693] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-11T20:28:02.655602] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-11T20:28:02.655655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:02.655706] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:02.655736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:02.655796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:02.713610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:02.714348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:02.714441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:02.714475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:02.835723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:02.835891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:02.835936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:02.835964] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:02.839560] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-11T20:28:02.839896] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-11T20:28:02.840041] [INFO ] [sig       ] MGNX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:02.979022] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MGNX.txt
[2025-12-11T20:28:02.979177] [INFO ] [sig       ] [2074/3605] Completed MGNX in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:02.979216] [INFO ] [sig       ] [2075/3605] Forecasting MGPI...
[2025-12-11T20:28:02.979246] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-11T20:28:02.979276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-11T20:28:02.992598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-11T20:28:02.993111] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-11T20:28:02.994008] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-11T20:28:02.994060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:02.994092] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:02.994118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:02.994175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:03.051888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:03.052981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:03.053080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:03.053115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:03.173383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:03.173638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:03.173685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:03.173713] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:03.177497] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-12-11T20:28:03.177894] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-11T20:28:03.178033] [INFO ] [sig       ] MGPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:03.321383] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MGPI.txt
[2025-12-11T20:28:03.321616] [INFO ] [sig       ] [2075/3605] Completed MGPI in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:03.321661] [INFO ] [sig       ] [2076/3605] Forecasting MGRC...
[2025-12-11T20:28:03.321691] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-11T20:28:03.321721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-11T20:28:03.335737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-11T20:28:03.336303] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-11T20:28:03.337242] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-11T20:28:03.337298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:03.337334] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:03.337362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:03.337421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:03.396179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:03.397326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:03.397426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:03.397460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:03.517281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:03.517512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:03.517559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:03.517614] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:03.521778] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-12-11T20:28:03.522124] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-11T20:28:03.522272] [INFO ] [sig       ] MGRC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:03.668020] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MGRC.txt
[2025-12-11T20:28:03.668201] [INFO ] [sig       ] [2076/3605] Completed MGRC in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:03.668240] [INFO ] [sig       ] [2077/3605] Forecasting MGTX...
[2025-12-11T20:28:03.668269] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-11T20:28:03.668297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-11T20:28:03.679938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-11T20:28:03.680229] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-11T20:28:03.681026] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-11T20:28:03.681077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:03.681136] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:03.681164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:03.681220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:03.741600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:03.742463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:03.742551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:03.742601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:03.859761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:03.859923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:03.859979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:03.860009] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:03.863383] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-11T20:28:03.863672] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-11T20:28:03.863800] [INFO ] [sig       ] MGTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:04.006924] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MGTX.txt
[2025-12-11T20:28:04.007069] [INFO ] [sig       ] [2077/3605] Completed MGTX in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:04.007108] [INFO ] [sig       ] [2078/3605] Forecasting MGX...
[2025-12-11T20:28:04.007145] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-11T20:28:04.007175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-11T20:28:04.018840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-11T20:28:04.019137] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-11T20:28:04.019938] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-11T20:28:04.019989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:04.020021] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:04.020049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:04.020106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:04.078504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:04.079255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:04.079334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:04.079366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:04.201539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:04.201715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:04.201758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:04.201786] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:04.205425] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-12-11T20:28:04.205799] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-11T20:28:04.205976] [INFO ] [sig       ] MGX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:04.347042] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MGX.txt
[2025-12-11T20:28:04.347185] [INFO ] [sig       ] [2078/3605] Completed MGX in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:04.347225] [INFO ] [sig       ] [2079/3605] Forecasting MGY...
[2025-12-11T20:28:04.347254] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-11T20:28:04.347285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-11T20:28:04.359993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-11T20:28:04.360433] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-11T20:28:04.361423] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-11T20:28:04.361486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:04.361529] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:04.361565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:04.361682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:04.422188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:04.423262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:04.423342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:04.423375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:04.542956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:04.543111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:04.543152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:04.543179] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:04.546544] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-12-11T20:28:04.546818] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-11T20:28:04.546936] [INFO ] [sig       ] MGY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:04.687412] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MGY.txt
[2025-12-11T20:28:04.687544] [INFO ] [sig       ] [2079/3605] Completed MGY in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:04.687600] [INFO ] [sig       ] [2080/3605] Forecasting MHD...
[2025-12-11T20:28:04.687632] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-11T20:28:04.687663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-11T20:28:04.699387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-11T20:28:04.699724] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-11T20:28:04.700508] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-11T20:28:04.700559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:04.700609] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:04.700636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:04.700692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:04.758182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:04.758921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:04.759002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:04.759036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:04.872902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:04.873055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:04.873094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:04.873153] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:04.876493] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-12-11T20:28:04.876788] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-11T20:28:04.876910] [INFO ] [sig       ] MHD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:05.019178] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MHD.txt
[2025-12-11T20:28:05.019307] [INFO ] [sig       ] [2080/3605] Completed MHD in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:05.019344] [INFO ] [sig       ] [2081/3605] Forecasting MHF...
[2025-12-11T20:28:05.019373] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-11T20:28:05.019403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-11T20:28:05.031129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-11T20:28:05.031504] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-11T20:28:05.032283] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-11T20:28:05.032334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:05.032365] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:05.032390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:05.032444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:05.089898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:05.090730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:05.090812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:05.090845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:05.207505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:05.207675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:05.207715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:05.207780] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:05.211072] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-11T20:28:05.211336] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-11T20:28:05.211453] [INFO ] [sig       ] MHF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:05.350842] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MHF.txt
[2025-12-11T20:28:05.350993] [INFO ] [sig       ] [2081/3605] Completed MHF in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:05.351032] [INFO ] [sig       ] [2082/3605] Forecasting MHK...
[2025-12-11T20:28:05.351061] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-11T20:28:05.351090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-11T20:28:05.362487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-11T20:28:05.362784] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-11T20:28:05.363517] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-11T20:28:05.363567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:05.363618] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:05.363645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:05.363702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:05.421387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:05.422223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:05.422302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:05.422334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:05.543202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:05.543344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:05.543386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:05.543416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:05.546854] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=21.62%)
[2025-12-11T20:28:05.547126] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-11T20:28:05.547249] [INFO ] [sig       ] MHK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:05.688277] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MHK.txt
[2025-12-11T20:28:05.688430] [INFO ] [sig       ] [2082/3605] Completed MHK in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-11T20:28:05.688472] [INFO ] [sig       ] [2083/3605] Forecasting MHN...
[2025-12-11T20:28:05.688502] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-11T20:28:05.688533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-11T20:28:05.700928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-11T20:28:05.701281] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-11T20:28:05.702088] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-11T20:28:05.702141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:05.702173] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:05.702200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:05.702256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:05.760940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:05.761804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:05.761886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:05.761920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:05.875547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:05.875717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:05.875757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:05.875784] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:05.879136] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-11T20:28:05.879397] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-11T20:28:05.879513] [INFO ] [sig       ] MHN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:06.016344] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MHN.txt
[2025-12-11T20:28:06.016496] [INFO ] [sig       ] [2083/3605] Completed MHN in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-11T20:28:06.016534] [INFO ] [sig       ] [2084/3605] Forecasting MHO...
[2025-12-11T20:28:06.016563] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-11T20:28:06.016611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-11T20:28:06.027953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-11T20:28:06.028269] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-11T20:28:06.029075] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-11T20:28:06.029127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:06.029161] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:06.029189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:06.029247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:06.086217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:06.087036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:06.087117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:06.087150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:06.205399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:06.205536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:06.205588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:06.205618] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:06.208860] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-11T20:28:06.209124] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-11T20:28:06.209244] [INFO ] [sig       ] MHO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:06.346653] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MHO.txt
[2025-12-11T20:28:06.346801] [INFO ] [sig       ] [2084/3605] Completed MHO in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-11T20:28:06.346841] [INFO ] [sig       ] [2085/3605] Forecasting MIDD...
[2025-12-11T20:28:06.346870] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-11T20:28:06.346899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-11T20:28:06.359564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-11T20:28:06.359984] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-11T20:28:06.360794] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-11T20:28:06.360845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:06.360877] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:06.360912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:06.360985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:06.418470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:06.419374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:06.419460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:06.419492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:06.536828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:06.536978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:06.537018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:06.537046] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:06.540373] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-11T20:28:06.540660] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-11T20:28:06.540781] [INFO ] [sig       ] MIDD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:06.681723] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MIDD.txt
[2025-12-11T20:28:06.681867] [INFO ] [sig       ] [2085/3605] Completed MIDD in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-11T20:28:06.681905] [INFO ] [sig       ] [2086/3605] Forecasting MIGI...
[2025-12-11T20:28:06.681934] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-11T20:28:06.681964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-11T20:28:06.692957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-11T20:28:06.693239] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-11T20:28:06.694004] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-11T20:28:06.694055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:06.694085] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:06.694112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:06.694166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:06.750025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:06.750709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:06.750792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:06.750828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:06.865691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:06.865837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:06.865877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:06.865904] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:06.869156] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: DOWN (p=49.88%)
[2025-12-11T20:28:06.869413] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-11T20:28:06.869531] [INFO ] [sig       ] MIGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:07.006190] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MIGI.txt
[2025-12-11T20:28:07.006338] [INFO ] [sig       ] [2086/3605] Completed MIGI in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:07.006378] [INFO ] [sig       ] [2087/3605] Forecasting MILN...
[2025-12-11T20:28:07.006407] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-11T20:28:07.006436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-11T20:28:07.017895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-11T20:28:07.018256] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-11T20:28:07.019087] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-11T20:28:07.019149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:07.019181] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:07.019208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:07.019263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:07.076191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:07.077055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:07.077178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:07.077212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:07.178287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:07.178433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:07.178472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:07.178501] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:07.181815] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-11T20:28:07.182074] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-11T20:28:07.182190] [INFO ] [sig       ] MILN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:07.319345] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MILN.txt
[2025-12-11T20:28:07.319464] [INFO ] [sig       ] [2087/3605] Completed MILN in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:07.319500] [INFO ] [sig       ] [2088/3605] Forecasting MIND...
[2025-12-11T20:28:07.319529] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-11T20:28:07.319558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-11T20:28:07.330752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-11T20:28:07.331020] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-11T20:28:07.331775] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-11T20:28:07.331824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:07.331856] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:07.331882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:07.331938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:07.390890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:07.391673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:07.391755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:07.391790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:07.515512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:07.515665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:07.515702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:07.515729] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:07.519102] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-11T20:28:07.519364] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-11T20:28:07.519483] [INFO ] [sig       ] MIND: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:07.657162] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MIND.txt
[2025-12-11T20:28:07.657287] [INFO ] [sig       ] [2088/3605] Completed MIND in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:07.657324] [INFO ] [sig       ] [2089/3605] Forecasting MIRA...
[2025-12-11T20:28:07.657352] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-11T20:28:07.657380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-11T20:28:07.668600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-11T20:28:07.668900] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-11T20:28:07.669687] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-11T20:28:07.669737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:07.669775] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:07.669807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:07.669875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:07.726568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:07.727216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:07.727293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:07.727324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:07.845424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:07.845584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:07.845624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:07.845652] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:07.848918] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2025-12-11T20:28:07.849190] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-11T20:28:07.849332] [INFO ] [sig       ] MIRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:07.986436] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MIRA.txt
[2025-12-11T20:28:07.986555] [INFO ] [sig       ] [2089/3605] Completed MIRA in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:07.986610] [INFO ] [sig       ] [2090/3605] Forecasting MIRM...
[2025-12-11T20:28:07.986640] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-11T20:28:07.986669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-11T20:28:07.997660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-11T20:28:07.997976] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-11T20:28:07.998742] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-11T20:28:07.998799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:07.998837] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:07.998869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:07.998931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:08.064682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:08.065521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:08.065619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:08.065654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:08.184475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:08.184672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:08.184715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:08.184744] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:08.188129] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-11T20:28:08.188391] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-11T20:28:08.188514] [INFO ] [sig       ] MIRM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:08.324313] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MIRM.txt
[2025-12-11T20:28:08.324490] [INFO ] [sig       ] [2090/3605] Completed MIRM in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:08.324544] [INFO ] [sig       ] [2091/3605] Forecasting MITK...
[2025-12-11T20:28:08.324604] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-11T20:28:08.324657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-11T20:28:08.335905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-11T20:28:08.336173] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-11T20:28:08.336962] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-11T20:28:08.337013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:08.337046] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:08.337075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:08.337132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:08.394373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:08.395014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:08.395090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:08.395123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:08.515848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:08.515989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:08.516026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:08.516054] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:08.519318] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-11T20:28:08.519599] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-11T20:28:08.519718] [INFO ] [sig       ] MITK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:08.656051] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MITK.txt
[2025-12-11T20:28:08.656177] [INFO ] [sig       ] [2091/3605] Completed MITK in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:08.656214] [INFO ] [sig       ] [2092/3605] Forecasting MIY...
[2025-12-11T20:28:08.656242] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-11T20:28:08.656272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-11T20:28:08.668062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-11T20:28:08.668411] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-11T20:28:08.669231] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-11T20:28:08.669283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:08.669315] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:08.669342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:08.669399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:08.725369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:08.726140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:08.726219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:08.726250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:08.841316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:08.841445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:08.841482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:08.841508] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:08.844753] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-11T20:28:08.845034] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-11T20:28:08.845151] [INFO ] [sig       ] MIY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:08.981540] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MIY.txt
[2025-12-11T20:28:08.981690] [INFO ] [sig       ] [2092/3605] Completed MIY in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:08.981728] [INFO ] [sig       ] [2093/3605] Forecasting MKC...
[2025-12-11T20:28:08.981757] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-11T20:28:08.981785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-11T20:28:08.992494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-11T20:28:08.992809] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-11T20:28:08.993560] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-11T20:28:08.993627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:08.993658] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:08.993684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:08.993738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:09.049347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:09.049983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:09.050060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:09.050092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:09.166301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:09.166453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:09.166492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:09.166519] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:09.169803] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-11T20:28:09.170062] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-11T20:28:09.170176] [INFO ] [sig       ] MKC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:09.306160] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MKC.txt
[2025-12-11T20:28:09.306307] [INFO ] [sig       ] [2093/3605] Completed MKC in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:09.306345] [INFO ] [sig       ] [2094/3605] Forecasting MKL...
[2025-12-11T20:28:09.306375] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-11T20:28:09.306404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-11T20:28:09.318725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-11T20:28:09.319096] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-11T20:28:09.319879] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-11T20:28:09.319929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:09.319985] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:09.320012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:09.320067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:09.375856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:09.376502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:09.376595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:09.376628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:09.489357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:09.489520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:09.489559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:09.489616] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:09.492841] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-11T20:28:09.493100] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-11T20:28:09.493216] [INFO ] [sig       ] MKL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:09.676783] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MKL.txt
[2025-12-11T20:28:09.676942] [INFO ] [sig       ] [2094/3605] Completed MKL in 0.4s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:09.676981] [INFO ] [sig       ] [2095/3605] Forecasting MKSI...
[2025-12-11T20:28:09.677010] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-11T20:28:09.677039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-11T20:28:09.688548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-11T20:28:09.688958] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-11T20:28:09.689769] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-11T20:28:09.689820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:09.689851] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:09.689878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:09.689935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:09.747403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:09.748325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:09.748412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:09.748444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:09.871059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:09.871225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:09.871274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:09.871310] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:09.874771] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=46.53%)
[2025-12-11T20:28:09.875055] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-11T20:28:09.875182] [INFO ] [sig       ] MKSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:10.020750] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MKSI.txt
[2025-12-11T20:28:10.020905] [INFO ] [sig       ] [2095/3605] Completed MKSI in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:10.020945] [INFO ] [sig       ] [2096/3605] Forecasting MKTX...
[2025-12-11T20:28:10.020975] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-11T20:28:10.021007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-11T20:28:10.032480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-11T20:28:10.032799] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-11T20:28:10.033563] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-11T20:28:10.033634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:10.033668] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:10.033695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:10.033752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:10.090526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:10.091279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:10.091360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:10.091391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:10.204999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:10.205151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:10.205189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:10.205217] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:10.208537] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=53.05%)
[2025-12-11T20:28:10.208828] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-11T20:28:10.208951] [INFO ] [sig       ] MKTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:10.347376] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MKTX.txt
[2025-12-11T20:28:10.347541] [INFO ] [sig       ] [2096/3605] Completed MKTX in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:10.347600] [INFO ] [sig       ] [2097/3605] Forecasting MLAB...
[2025-12-11T20:28:10.347633] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-11T20:28:10.347666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-11T20:28:10.359455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-11T20:28:10.359807] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-11T20:28:10.360677] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-11T20:28:10.360737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:10.360780] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:10.360819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:10.360892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:10.420257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:10.421008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:10.421088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:10.421122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:10.543749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:10.543903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:10.543947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:10.544007] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:10.547658] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-12-11T20:28:10.547975] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-11T20:28:10.548104] [INFO ] [sig       ] MLAB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:10.691670] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MLAB.txt
[2025-12-11T20:28:10.691806] [INFO ] [sig       ] [2097/3605] Completed MLAB in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:10.691846] [INFO ] [sig       ] [2098/3605] Forecasting MLCO...
[2025-12-11T20:28:10.691876] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-11T20:28:10.691907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-11T20:28:10.703535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-11T20:28:10.703840] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-11T20:28:10.704635] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-11T20:28:10.704687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:10.704731] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:10.704760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:10.704817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:10.765881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:10.766635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:10.766713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:10.766746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:10.892530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:10.892696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:10.892736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:10.892763] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:10.896071] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-11T20:28:10.896366] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-11T20:28:10.896492] [INFO ] [sig       ] MLCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:11.033236] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MLCO.txt
[2025-12-11T20:28:11.033371] [INFO ] [sig       ] [2098/3605] Completed MLCO in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:11.033408] [INFO ] [sig       ] [2099/3605] Forecasting MLGO...
[2025-12-11T20:28:11.033437] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-11T20:28:11.033466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-11T20:28:11.045097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-11T20:28:11.045408] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-11T20:28:11.046175] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-11T20:28:11.046225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:11.046256] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:11.046282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:11.046337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:11.103022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:11.103775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:11.103855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:11.103888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:11.218468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:11.218636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:11.218678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:11.218708] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:11.222145] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-11T20:28:11.222420] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-11T20:28:11.222540] [INFO ] [sig       ] MLGO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:11.363382] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MLGO.txt
[2025-12-11T20:28:11.363532] [INFO ] [sig       ] [2099/3605] Completed MLGO in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-11T20:28:11.363589] [INFO ] [sig       ] [2100/3605] Forecasting MLI...
[2025-12-11T20:28:11.363621] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-11T20:28:11.363651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-11T20:28:11.374891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-11T20:28:11.375166] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-11T20:28:11.375978] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-11T20:28:11.376028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:11.376059] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:11.376089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:11.376147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:11.433963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:11.434621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:11.434699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:11.434731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:11.555702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:11.555853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:11.555892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:11.555919] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:11.559191] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-11T20:28:11.559448] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-11T20:28:11.559570] [INFO ] [sig       ] MLI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:11.696648] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MLI.txt
[2025-12-11T20:28:11.696772] [INFO ] [sig       ] [2100/3605] Completed MLI in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-11T20:28:11.696810] [INFO ] [sig       ] [2101/3605] Forecasting MLKN...
[2025-12-11T20:28:11.696839] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-11T20:28:11.696868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-11T20:28:11.708383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-11T20:28:11.708783] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-11T20:28:11.709627] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-11T20:28:11.709686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:11.709724] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:11.709756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:11.709826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:11.769471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:11.770382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:11.770470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:11.770502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:11.900317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:11.900472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:11.900513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:11.900541] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:11.903921] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=16.05%)
[2025-12-11T20:28:11.904200] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-11T20:28:11.904325] [INFO ] [sig       ] MLKN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:12.041083] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MLKN.txt
[2025-12-11T20:28:12.041211] [INFO ] [sig       ] [2101/3605] Completed MLKN in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-11T20:28:12.041255] [INFO ] [sig       ] [2102/3605] Forecasting MLM...
[2025-12-11T20:28:12.041285] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-11T20:28:12.041314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-11T20:28:12.052653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-11T20:28:12.052904] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-11T20:28:12.053673] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-11T20:28:12.053723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:12.053754] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:12.053779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:12.053833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:12.113028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:12.113723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:12.113798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:12.113829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:12.233268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:12.233420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:12.233458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:12.233485] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:12.236765] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-11T20:28:12.237026] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-11T20:28:12.237143] [INFO ] [sig       ] MLM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:12.375064] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MLM.txt
[2025-12-11T20:28:12.375188] [INFO ] [sig       ] [2102/3605] Completed MLM in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-11T20:28:12.375225] [INFO ] [sig       ] [2103/3605] Forecasting MLP...
[2025-12-11T20:28:12.375253] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-11T20:28:12.375282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-11T20:28:12.386233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-11T20:28:12.386529] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-11T20:28:12.387278] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-11T20:28:12.387328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:12.387359] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:12.387385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:12.387439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:12.443396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:12.444003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:12.444075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:12.444107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:12.547621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:12.547776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:12.547817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:12.547862] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:12.551267] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2025-12-11T20:28:12.551611] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-11T20:28:12.551763] [INFO ] [sig       ] MLP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:12.693717] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MLP.txt
[2025-12-11T20:28:12.693865] [INFO ] [sig       ] [2103/3605] Completed MLP in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-11T20:28:12.693903] [INFO ] [sig       ] [2104/3605] Forecasting MLTX...
[2025-12-11T20:28:12.693932] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-11T20:28:12.693961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-11T20:28:12.705406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-11T20:28:12.705773] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-11T20:28:12.706543] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-11T20:28:12.706615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:12.706649] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:12.706678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:12.706742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:12.763919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:12.764843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:12.764955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:12.764989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:12.890595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:12.890748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:12.890797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:12.890828] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:12.894354] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-11T20:28:12.894643] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-11T20:28:12.894769] [INFO ] [sig       ] MLTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:13.043318] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MLTX.txt
[2025-12-11T20:28:13.043539] [INFO ] [sig       ] [2104/3605] Completed MLTX in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:13.043615] [INFO ] [sig       ] [2105/3605] Forecasting MLYS...
[2025-12-11T20:28:13.043661] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-11T20:28:13.043705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-11T20:28:13.055215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-11T20:28:13.055498] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-11T20:28:13.056304] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-11T20:28:13.056355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:13.056387] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:13.056412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:13.056467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:13.112930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:13.113797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:13.113880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:13.113912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:13.227586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:13.227734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:13.227790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:13.227819] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:13.232567] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-11T20:28:13.232942] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-11T20:28:13.233082] [INFO ] [sig       ] MLYS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:13.375328] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MLYS.txt
[2025-12-11T20:28:13.375455] [INFO ] [sig       ] [2105/3605] Completed MLYS in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:13.375494] [INFO ] [sig       ] [2106/3605] Forecasting MMC...
[2025-12-11T20:28:13.375524] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-11T20:28:13.375553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-11T20:28:13.387126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-11T20:28:13.387431] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-11T20:28:13.388246] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-11T20:28:13.388296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:13.388327] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:13.388354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:13.388409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:13.444485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:13.445205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:13.445282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:13.445314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:13.564684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:13.564831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:13.564870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:13.564897] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:13.568151] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=39.27%)
[2025-12-11T20:28:13.568414] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-11T20:28:13.568531] [INFO ] [sig       ] MMC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:13.706684] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MMC.txt
[2025-12-11T20:28:13.706823] [INFO ] [sig       ] [2106/3605] Completed MMC in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:13.706861] [INFO ] [sig       ] [2107/3605] Forecasting MMD...
[2025-12-11T20:28:13.706890] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-11T20:28:13.706920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-11T20:28:13.720530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-11T20:28:13.721035] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-11T20:28:13.721906] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-11T20:28:13.721956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:13.721987] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:13.722012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:13.722067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:13.778307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:13.779324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:13.779433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:13.779465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:13.906461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:13.906643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:13.906702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:13.906747] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:13.910392] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=75.50%)
[2025-12-11T20:28:13.910688] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-11T20:28:13.910817] [INFO ] [sig       ] MMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:14.056150] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MMD.txt
[2025-12-11T20:28:14.056342] [INFO ] [sig       ] [2107/3605] Completed MMD in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:14.056381] [INFO ] [sig       ] [2108/3605] Forecasting MMLP...
[2025-12-11T20:28:14.056410] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-11T20:28:14.056438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-11T20:28:14.068219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-11T20:28:14.068613] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-11T20:28:14.069404] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-11T20:28:14.069457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:14.069489] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:14.069517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:14.069595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:14.125801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:14.126442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:14.126520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:14.126552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:14.237528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:14.237692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:14.237733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:14.237760] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:14.241537] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-12-11T20:28:14.241878] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-11T20:28:14.242026] [INFO ] [sig       ] MMLP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:14.381510] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MMLP.txt
[2025-12-11T20:28:14.381687] [INFO ] [sig       ] [2108/3605] Completed MMLP in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:14.381727] [INFO ] [sig       ] [2109/3605] Forecasting MMS...
[2025-12-11T20:28:14.381756] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-11T20:28:14.381784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-11T20:28:14.394621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-11T20:28:14.394992] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-11T20:28:14.395813] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-11T20:28:14.395865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:14.395910] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:14.395937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:14.395995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:14.453402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:14.454287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:14.454376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:14.454424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:14.579876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:14.580034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:14.580076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:14.580104] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:14.583531] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-11T20:28:14.583816] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-11T20:28:14.583944] [INFO ] [sig       ] MMS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:14.721536] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MMS.txt
[2025-12-11T20:28:14.721681] [INFO ] [sig       ] [2109/3605] Completed MMS in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:14.721721] [INFO ] [sig       ] [2110/3605] Forecasting MMSI...
[2025-12-11T20:28:14.721751] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-11T20:28:14.721780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-11T20:28:14.733817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-11T20:28:14.734174] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-11T20:28:14.735037] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-11T20:28:14.735089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:14.735121] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:14.735147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:14.735203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:14.795388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:14.796429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:14.796511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:14.796547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:14.917764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:14.917937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:14.917984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:14.918013] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:14.921334] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=49.11%)
[2025-12-11T20:28:14.921610] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-11T20:28:14.921733] [INFO ] [sig       ] MMSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:15.058648] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MMSI.txt
[2025-12-11T20:28:15.058783] [INFO ] [sig       ] [2110/3605] Completed MMSI in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:15.058821] [INFO ] [sig       ] [2111/3605] Forecasting MNDO...
[2025-12-11T20:28:15.058849] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-11T20:28:15.058878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-11T20:28:15.070415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-11T20:28:15.070792] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-11T20:28:15.071555] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-11T20:28:15.071634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:15.071688] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:15.071716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:15.071772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:15.127625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:15.128332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:15.128408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:15.128440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:15.237649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:15.237804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:15.237856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:15.237884] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:15.241186] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-12-11T20:28:15.241454] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-11T20:28:15.241588] [INFO ] [sig       ] MNDO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:15.379627] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MNDO.txt
[2025-12-11T20:28:15.379764] [INFO ] [sig       ] [2111/3605] Completed MNDO in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:15.379801] [INFO ] [sig       ] [2112/3605] Forecasting MNDY...
[2025-12-11T20:28:15.379830] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-11T20:28:15.379859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-11T20:28:15.391288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-11T20:28:15.391634] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-11T20:28:15.392373] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-11T20:28:15.392423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:15.392455] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:15.392481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:15.392535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:15.449321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:15.450077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:15.450154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:15.450185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:15.575489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:15.575671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:15.575714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:15.575741] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:15.579113] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-11T20:28:15.579381] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-11T20:28:15.579497] [INFO ] [sig       ] MNDY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:15.716090] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MNDY.txt
[2025-12-11T20:28:15.716222] [INFO ] [sig       ] [2112/3605] Completed MNDY in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:15.716267] [INFO ] [sig       ] [2113/3605] Forecasting MNKD...
[2025-12-11T20:28:15.716303] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-11T20:28:15.716334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-11T20:28:15.728216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-11T20:28:15.728542] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-11T20:28:15.729349] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-11T20:28:15.729400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:15.729433] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:15.729460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:15.729516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:15.786146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:15.786819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:15.786900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:15.786932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:15.910216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:15.910373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:15.910414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:15.910443] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:15.913817] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-11T20:28:15.914136] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-11T20:28:15.914267] [INFO ] [sig       ] MNKD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:16.051551] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MNKD.txt
[2025-12-11T20:28:16.051700] [INFO ] [sig       ] [2113/3605] Completed MNKD in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:16.051740] [INFO ] [sig       ] [2114/3605] Forecasting MNMD...
[2025-12-11T20:28:16.051771] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-11T20:28:16.051800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-11T20:28:16.064325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-11T20:28:16.064679] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-11T20:28:16.065490] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-11T20:28:16.065542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:16.065593] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:16.065624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:16.065680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:16.123415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:16.124162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:16.124244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:16.124277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:16.244058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:16.244215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:16.244257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:16.244320] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:16.247806] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-11T20:28:16.248109] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-11T20:28:16.248245] [INFO ] [sig       ] MNMD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:16.395696] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MNMD.txt
[2025-12-11T20:28:16.395851] [INFO ] [sig       ] [2114/3605] Completed MNMD in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:16.395891] [INFO ] [sig       ] [2115/3605] Forecasting MNRO...
[2025-12-11T20:28:16.395920] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-11T20:28:16.395951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-11T20:28:16.409404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-11T20:28:16.409824] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-11T20:28:16.410737] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-11T20:28:16.410798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:16.410840] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:16.410874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:16.410948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:16.471266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:16.472163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:16.472251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:16.472283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:16.597818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:16.597997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:16.598038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:16.598067] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:16.601875] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=22.14%)
[2025-12-11T20:28:16.602222] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-11T20:28:16.602360] [INFO ] [sig       ] MNRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:16.750244] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MNRO.txt
[2025-12-11T20:28:16.750389] [INFO ] [sig       ] [2115/3605] Completed MNRO in 0.4s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:16.750427] [INFO ] [sig       ] [2116/3605] Forecasting MNSO...
[2025-12-11T20:28:16.750457] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-11T20:28:16.750486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-11T20:28:16.763505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-11T20:28:16.763883] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-11T20:28:16.764829] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-11T20:28:16.764889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:16.764933] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:16.764972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:16.765057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:16.825901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:16.826727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:16.826808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:16.826841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:16.950741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:16.950894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:16.950933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:16.950990] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:16.954426] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-11T20:28:16.954722] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-11T20:28:16.954844] [INFO ] [sig       ] MNSO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:17.107815] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MNSO.txt
[2025-12-11T20:28:17.107984] [INFO ] [sig       ] [2116/3605] Completed MNSO in 0.4s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:17.108023] [INFO ] [sig       ] [2117/3605] Forecasting MNTK...
[2025-12-11T20:28:17.108054] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-11T20:28:17.108084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-11T20:28:17.120451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-11T20:28:17.120831] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-11T20:28:17.121665] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-11T20:28:17.121715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:17.121747] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:17.121772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:17.121826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:17.177918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:17.178798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:17.178877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:17.178908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:17.293820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:17.293956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:17.293994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:17.294023] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:17.297290] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=74.71%)
[2025-12-11T20:28:17.297556] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-11T20:28:17.297689] [INFO ] [sig       ] MNTK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:17.434489] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MNTK.txt
[2025-12-11T20:28:17.434655] [INFO ] [sig       ] [2117/3605] Completed MNTK in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-11T20:28:17.434695] [INFO ] [sig       ] [2118/3605] Forecasting MNY...
[2025-12-11T20:28:17.434725] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-11T20:28:17.434755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-11T20:28:17.446480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-11T20:28:17.446819] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-11T20:28:17.447565] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-11T20:28:17.447634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:17.447664] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:17.447689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:17.447742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:17.503433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:17.504301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:17.504400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:17.504450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:17.615515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:17.615670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:17.615708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:17.615736] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:17.618944] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-11T20:28:17.619241] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-11T20:28:17.619358] [INFO ] [sig       ] MNY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:17.754976] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MNY.txt
[2025-12-11T20:28:17.755083] [INFO ] [sig       ] [2118/3605] Completed MNY in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-11T20:28:17.755119] [INFO ] [sig       ] [2119/3605] Forecasting MOD...
[2025-12-11T20:28:17.755148] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-11T20:28:17.755176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-11T20:28:17.767141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-11T20:28:17.767436] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-11T20:28:17.768212] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-11T20:28:17.768262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:17.768293] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:17.768319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:17.768374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:17.824194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:17.824832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:17.824908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:17.824938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:17.943132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:17.943288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:17.943327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:17.943353] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:17.946621] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-12-11T20:28:17.946894] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-11T20:28:17.947011] [INFO ] [sig       ] MOD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:18.083632] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MOD.txt
[2025-12-11T20:28:18.083789] [INFO ] [sig       ] [2119/3605] Completed MOD in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-11T20:28:18.083827] [INFO ] [sig       ] [2120/3605] Forecasting MODG...
[2025-12-11T20:28:18.083858] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-11T20:28:18.083887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-11T20:28:18.094918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-11T20:28:18.095185] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-11T20:28:18.095980] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-11T20:28:18.096029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:18.096065] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:18.096091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:18.096159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:18.151910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:18.152622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:18.152700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:18.152731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:18.269434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:18.269616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:18.269660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:18.269688] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:18.273078] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=41.10%)
[2025-12-11T20:28:18.273373] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-11T20:28:18.273504] [INFO ] [sig       ] MODG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:18.422511] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MODG.txt
[2025-12-11T20:28:18.422700] [INFO ] [sig       ] [2120/3605] Completed MODG in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-11T20:28:18.422749] [INFO ] [sig       ] [2121/3605] Forecasting MODL...
[2025-12-11T20:28:18.422780] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-11T20:28:18.422811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-11T20:28:18.433985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-11T20:28:18.434263] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-11T20:28:18.435041] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-11T20:28:18.435093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:18.435125] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:18.435153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:18.435209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:18.493349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:18.494051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:18.494156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:18.494190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:18.618688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:18.618841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:18.618882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:18.618911] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:18.622274] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=41.87%)
[2025-12-11T20:28:18.622551] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-11T20:28:18.622701] [INFO ] [sig       ] MODL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:18.761518] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MODL.txt
[2025-12-11T20:28:18.761658] [INFO ] [sig       ] [2121/3605] Completed MODL in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-11T20:28:18.761697] [INFO ] [sig       ] [2122/3605] Forecasting MOFG...
[2025-12-11T20:28:18.761725] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-11T20:28:18.761754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-11T20:28:18.773011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-11T20:28:18.773291] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-11T20:28:18.774062] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-11T20:28:18.774111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:18.774142] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:18.774168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:18.774223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:18.832615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:18.833437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:18.833518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:18.833552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:18.950413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:18.950562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:18.950622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:18.950652] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:18.954014] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-11T20:28:18.954286] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-11T20:28:18.954436] [INFO ] [sig       ] MOFG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:19.093599] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MOFG.txt
[2025-12-11T20:28:19.093735] [INFO ] [sig       ] [2122/3605] Completed MOFG in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:19.093772] [INFO ] [sig       ] [2123/3605] Forecasting MOGO...
[2025-12-11T20:28:19.093801] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-11T20:28:19.093829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-11T20:28:19.105225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-11T20:28:19.105502] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-11T20:28:19.106285] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-11T20:28:19.106336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:19.106368] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:19.106394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:19.106448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:19.163501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:19.164132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:19.164210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:19.164242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:19.284000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:19.284148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:19.284188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:19.284218] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:19.287774] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-12-11T20:28:19.288073] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-11T20:28:19.288199] [INFO ] [sig       ] MOGO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:19.427991] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MOGO.txt
[2025-12-11T20:28:19.428153] [INFO ] [sig       ] [2123/3605] Completed MOGO in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:19.428193] [INFO ] [sig       ] [2124/3605] Forecasting MOH...
[2025-12-11T20:28:19.428224] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-11T20:28:19.428260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-11T20:28:19.441398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-11T20:28:19.441790] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-11T20:28:19.442623] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-11T20:28:19.442676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:19.442709] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:19.442735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:19.442791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:19.502756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:19.503667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:19.503755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:19.503788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:19.629042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:19.629208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:19.629248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:19.629279] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:19.632855] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=23.10%)
[2025-12-11T20:28:19.633153] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-11T20:28:19.633281] [INFO ] [sig       ] MOH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:19.781561] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MOH.txt
[2025-12-11T20:28:19.781738] [INFO ] [sig       ] [2124/3605] Completed MOH in 0.4s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:19.781776] [INFO ] [sig       ] [2125/3605] Forecasting MOMO...
[2025-12-11T20:28:19.781805] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-11T20:28:19.781833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-11T20:28:19.793389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-11T20:28:19.793725] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-11T20:28:19.794566] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-11T20:28:19.794649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:19.794684] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:19.794711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:19.794767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:19.852122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:19.852802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:19.852881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:19.852915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:19.973318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:19.973462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:19.973500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:19.973526] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:19.976787] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-12-11T20:28:19.977049] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-11T20:28:19.977172] [INFO ] [sig       ] MOMO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:20.112896] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MOMO.txt
[2025-12-11T20:28:20.113025] [INFO ] [sig       ] [2125/3605] Completed MOMO in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:20.113063] [INFO ] [sig       ] [2126/3605] Forecasting MORN...
[2025-12-11T20:28:20.113091] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-11T20:28:20.113120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-11T20:28:20.128897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-11T20:28:20.129229] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-11T20:28:20.130098] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-11T20:28:20.130150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:20.130182] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:20.130208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:20.130263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:20.186909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:20.187615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:20.187695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:20.187727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:20.305520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:20.305683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:20.305726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:20.305754] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:20.309038] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=89.52%)
[2025-12-11T20:28:20.309297] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-11T20:28:20.309414] [INFO ] [sig       ] MORN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:20.449220] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MORN.txt
[2025-12-11T20:28:20.449357] [INFO ] [sig       ] [2126/3605] Completed MORN in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:20.449396] [INFO ] [sig       ] [2127/3605] Forecasting MOS...
[2025-12-11T20:28:20.449426] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-11T20:28:20.449457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-11T20:28:20.460301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-11T20:28:20.460631] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-11T20:28:20.461444] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-11T20:28:20.461496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:20.461530] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:20.461558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:20.461650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:20.519327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:20.520070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:20.520166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:20.520199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:20.642010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:20.642165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:20.642210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:20.642244] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:20.645557] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2025-12-11T20:28:20.645833] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-11T20:28:20.645954] [INFO ] [sig       ] MOS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:20.786292] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MOS.txt
[2025-12-11T20:28:20.786422] [INFO ] [sig       ] [2127/3605] Completed MOS in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:20.786459] [INFO ] [sig       ] [2128/3605] Forecasting MP...
[2025-12-11T20:28:20.786486] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-11T20:28:20.786515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-11T20:28:20.797899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-11T20:28:20.798216] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-11T20:28:20.799035] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-11T20:28:20.799095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:20.799184] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:20.799231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:20.799294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:20.861204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:20.862068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:20.862173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:20.862220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:20.987439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:20.987610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:20.987654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:20.987683] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:20.991120] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-11T20:28:20.991391] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-11T20:28:20.991544] [INFO ] [sig       ] MP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:21.131203] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MP.txt
[2025-12-11T20:28:21.131339] [INFO ] [sig       ] [2128/3605] Completed MP in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:21.131378] [INFO ] [sig       ] [2129/3605] Forecasting MPA...
[2025-12-11T20:28:21.131407] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-11T20:28:21.131435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-11T20:28:21.143405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-11T20:28:21.143785] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-11T20:28:21.144585] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-11T20:28:21.144656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:21.144689] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:21.144717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:21.144772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:21.200215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:21.200896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:21.200974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:21.201004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:21.305546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:21.305734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:21.305775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:21.305802] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:21.309037] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2025-12-11T20:28:21.309297] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-11T20:28:21.309412] [INFO ] [sig       ] MPA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:21.446778] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MPA.txt
[2025-12-11T20:28:21.446912] [INFO ] [sig       ] [2129/3605] Completed MPA in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:21.446950] [INFO ] [sig       ] [2130/3605] Forecasting MPAA...
[2025-12-11T20:28:21.446977] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-11T20:28:21.447006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-11T20:28:21.458480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-11T20:28:21.458809] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-11T20:28:21.459645] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-11T20:28:21.459703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:21.459760] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:21.459791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:21.459846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:21.517151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:21.517939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:21.518020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:21.518053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:21.637044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:21.637196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:21.637234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:21.637261] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:21.640634] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-11T20:28:21.640908] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-11T20:28:21.641031] [INFO ] [sig       ] MPAA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:21.776851] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MPAA.txt
[2025-12-11T20:28:21.776987] [INFO ] [sig       ] [2130/3605] Completed MPAA in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:21.777023] [INFO ] [sig       ] [2131/3605] Forecasting MPB...
[2025-12-11T20:28:21.777052] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-11T20:28:21.777082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-11T20:28:21.788897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-11T20:28:21.789230] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-11T20:28:21.790029] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-11T20:28:21.790080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:21.790114] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:21.790142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:21.790197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:21.848849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:21.849588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:21.849667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:21.849699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:21.969814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:21.969965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:21.970005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:21.970096] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:21.973695] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2025-12-11T20:28:21.973992] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-11T20:28:21.974115] [INFO ] [sig       ] MPB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:22.110943] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MPB.txt
[2025-12-11T20:28:22.111074] [INFO ] [sig       ] [2131/3605] Completed MPB in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:22.111112] [INFO ] [sig       ] [2132/3605] Forecasting MPC...
[2025-12-11T20:28:22.111140] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-11T20:28:22.111170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-11T20:28:22.123506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-11T20:28:22.123840] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-11T20:28:22.124617] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-11T20:28:22.124667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:22.124698] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:22.124724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:22.124778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:22.181461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:22.182113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:22.182193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:22.182224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:22.299766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:22.299912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:22.299954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:22.299981] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:22.303304] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=37.57%)
[2025-12-11T20:28:22.303600] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-11T20:28:22.303732] [INFO ] [sig       ] MPC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:22.448429] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MPC.txt
[2025-12-11T20:28:22.448553] [INFO ] [sig       ] [2132/3605] Completed MPC in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:22.448608] [INFO ] [sig       ] [2133/3605] Forecasting MPX...
[2025-12-11T20:28:22.448638] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-11T20:28:22.448666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-11T20:28:22.460008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-11T20:28:22.460344] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-11T20:28:22.461101] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-11T20:28:22.461151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:22.461197] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:22.461224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:22.461280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:22.518407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:22.519058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:22.519137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:22.519170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:22.627374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:22.627519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:22.627557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:22.627603] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:22.631031] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=64.69%)
[2025-12-11T20:28:22.631301] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-11T20:28:22.631424] [INFO ] [sig       ] MPX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:22.780260] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MPX.txt
[2025-12-11T20:28:22.780451] [INFO ] [sig       ] [2133/3605] Completed MPX in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:22.780510] [INFO ] [sig       ] [2134/3605] Forecasting MQ...
[2025-12-11T20:28:22.780560] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-11T20:28:22.780633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-11T20:28:22.794848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-11T20:28:22.795242] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-11T20:28:22.796063] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-11T20:28:22.796115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:22.796150] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:22.796180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:22.796237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:22.857760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:22.858645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:22.858727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:22.858759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:22.976259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:22.976411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:22.976450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:22.976477] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:22.979754] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-11T20:28:22.980013] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-11T20:28:22.980128] [INFO ] [sig       ] MQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:23.122373] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MQ.txt
[2025-12-11T20:28:23.122493] [INFO ] [sig       ] [2134/3605] Completed MQ in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-11T20:28:23.122529] [INFO ] [sig       ] [2135/3605] Forecasting MQY...
[2025-12-11T20:28:23.122557] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-11T20:28:23.122603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-11T20:28:23.134231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-11T20:28:23.134523] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-11T20:28:23.135303] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-11T20:28:23.135354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:23.135387] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:23.135414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:23.135469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:23.194686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:23.195601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:23.195678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:23.195710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:23.313501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:23.313676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:23.313717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:23.313745] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:23.316996] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-11T20:28:23.317261] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-11T20:28:23.317376] [INFO ] [sig       ] MQY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:23.454094] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MQY.txt
[2025-12-11T20:28:23.454237] [INFO ] [sig       ] [2135/3605] Completed MQY in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-11T20:28:23.454276] [INFO ] [sig       ] [2136/3605] Forecasting MRAM...
[2025-12-11T20:28:23.454305] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-11T20:28:23.454333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-11T20:28:23.465634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-11T20:28:23.465895] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-11T20:28:23.466646] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-11T20:28:23.466695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:23.466726] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:23.466752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:23.466807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:23.522739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:23.523417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:23.523492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:23.523523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:23.643206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:23.643356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:23.643395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:23.643422] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:23.646699] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-11T20:28:23.646955] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-11T20:28:23.647074] [INFO ] [sig       ] MRAM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:23.791235] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRAM.txt
[2025-12-11T20:28:23.791365] [INFO ] [sig       ] [2136/3605] Completed MRAM in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-11T20:28:23.791403] [INFO ] [sig       ] [2137/3605] Forecasting MRBK...
[2025-12-11T20:28:23.791438] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-11T20:28:23.791468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-11T20:28:23.802662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-11T20:28:23.802926] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-11T20:28:23.803715] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-11T20:28:23.803765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:23.803796] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:23.803822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:23.803881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:23.862138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:23.863006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:23.863095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:23.863127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:23.991744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:23.991936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:23.991980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:23.992010] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:23.995613] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-12-11T20:28:23.995885] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-11T20:28:23.996009] [INFO ] [sig       ] MRBK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:24.150144] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRBK.txt
[2025-12-11T20:28:24.150319] [INFO ] [sig       ] [2137/3605] Completed MRBK in 0.4s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-11T20:28:24.150369] [INFO ] [sig       ] [2138/3605] Forecasting MRCC...
[2025-12-11T20:28:24.150400] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-11T20:28:24.150431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-11T20:28:24.161824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-11T20:28:24.162155] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-11T20:28:24.162921] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-11T20:28:24.162971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:24.163001] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:24.163029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:24.163084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:24.220977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:24.221852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:24.221979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:24.222014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:24.342685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:24.342840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:24.342882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:24.342912] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:24.346291] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: UP (p=86.14%)
[2025-12-11T20:28:24.346559] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-11T20:28:24.346700] [INFO ] [sig       ] MRCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:24.491224] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRCC.txt
[2025-12-11T20:28:24.491339] [INFO ] [sig       ] [2138/3605] Completed MRCC in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-11T20:28:24.491375] [INFO ] [sig       ] [2139/3605] Forecasting MRCY...
[2025-12-11T20:28:24.491404] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-11T20:28:24.491433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-11T20:28:24.502899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-11T20:28:24.503167] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-11T20:28:24.503932] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-11T20:28:24.503982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:24.504013] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:24.504039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:24.504094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:24.559497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:24.560134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:24.560211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:24.560241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:24.682061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:24.682208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:24.682246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:24.682273] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:24.685546] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: UP (p=53.04%)
[2025-12-11T20:28:24.685823] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-11T20:28:24.685939] [INFO ] [sig       ] MRCY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:24.827288] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRCY.txt
[2025-12-11T20:28:24.827433] [INFO ] [sig       ] [2139/3605] Completed MRCY in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-11T20:28:24.827472] [INFO ] [sig       ] [2140/3605] Forecasting MREO...
[2025-12-11T20:28:24.827500] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-11T20:28:24.827530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-11T20:28:24.839042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-11T20:28:24.839315] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-11T20:28:24.840068] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-11T20:28:24.840117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:24.840149] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:24.840185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:24.840258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:24.898346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:24.899003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:24.899080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:24.899113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:25.015964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:25.016114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:25.016154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:25.016198] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:25.019463] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-11T20:28:25.019738] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-11T20:28:25.019854] [INFO ] [sig       ] MREO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:25.165171] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MREO.txt
[2025-12-11T20:28:25.165318] [INFO ] [sig       ] [2140/3605] Completed MREO in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:25.165358] [INFO ] [sig       ] [2141/3605] Forecasting MRK...
[2025-12-11T20:28:25.165388] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-11T20:28:25.165418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-11T20:28:25.177025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-11T20:28:25.177391] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-11T20:28:25.178245] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-11T20:28:25.178297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:25.178330] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:25.178356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:25.178412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:25.237932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:25.238804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:25.238890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:25.238922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:25.362756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:25.362907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:25.362946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:25.362974] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:25.366238] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-11T20:28:25.366496] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-11T20:28:25.366631] [INFO ] [sig       ] MRK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:25.510311] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRK.txt
[2025-12-11T20:28:25.510464] [INFO ] [sig       ] [2141/3605] Completed MRK in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:25.510503] [INFO ] [sig       ] [2142/3605] Forecasting MRM...
[2025-12-11T20:28:25.510532] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-11T20:28:25.510561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-11T20:28:25.522687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-11T20:28:25.523091] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-11T20:28:25.523903] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-11T20:28:25.523953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:25.523985] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:25.524011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:25.524065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:25.580879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:25.581838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:25.581925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:25.581976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:25.698874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:25.699037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:25.699080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:25.699108] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:25.702548] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=75.44%)
[2025-12-11T20:28:25.702848] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-11T20:28:25.702971] [INFO ] [sig       ] MRM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:25.842857] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRM.txt
[2025-12-11T20:28:25.842994] [INFO ] [sig       ] [2142/3605] Completed MRM in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:25.843032] [INFO ] [sig       ] [2143/3605] Forecasting MRNA...
[2025-12-11T20:28:25.843062] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-11T20:28:25.843099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-11T20:28:25.854359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-11T20:28:25.854679] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-11T20:28:25.855451] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-11T20:28:25.855508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:25.855541] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:25.855592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:25.855651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:25.914130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:25.914867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:25.914947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:25.914981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:26.035537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:26.035708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:26.035750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:26.035778] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:26.039128] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2025-12-11T20:28:26.039401] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-11T20:28:26.039520] [INFO ] [sig       ] MRNA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:26.182233] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRNA.txt
[2025-12-11T20:28:26.182374] [INFO ] [sig       ] [2143/3605] Completed MRNA in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:26.182413] [INFO ] [sig       ] [2144/3605] Forecasting MRSN...
[2025-12-11T20:28:26.182442] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-11T20:28:26.182471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-11T20:28:26.193710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-11T20:28:26.193991] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-11T20:28:26.194759] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-11T20:28:26.194810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:26.194846] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:26.194891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:26.194949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:26.253648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:26.254358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:26.254436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:26.254469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:26.373885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:26.374038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:26.374076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:26.374105] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:26.377492] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-11T20:28:26.377778] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-11T20:28:26.377917] [INFO ] [sig       ] MRSN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:26.519383] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRSN.txt
[2025-12-11T20:28:26.519543] [INFO ] [sig       ] [2144/3605] Completed MRSN in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:26.519606] [INFO ] [sig       ] [2145/3605] Forecasting MRTN...
[2025-12-11T20:28:26.519636] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-11T20:28:26.519665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-11T20:28:26.531147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-11T20:28:26.531423] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-11T20:28:26.532217] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-11T20:28:26.532266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:26.532323] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:26.532350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:26.532405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:26.590894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:26.591570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:26.591667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:26.591699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:26.706562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:26.706728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:26.706769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:26.706799] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:26.710189] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-11T20:28:26.710498] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-11T20:28:26.710642] [INFO ] [sig       ] MRTN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:26.851711] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MRTN.txt
[2025-12-11T20:28:26.851856] [INFO ] [sig       ] [2145/3605] Completed MRTN in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:26.851897] [INFO ] [sig       ] [2146/3605] Forecasting MRUS...
[2025-12-11T20:28:26.851934] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-11T20:28:26.851968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-11T20:28:26.867050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-11T20:28:26.867366] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-11T20:28:26.868302] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-11T20:28:26.868357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:26.868390] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:26.868417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:26.868473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:26.927678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:26.928402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:26.928483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:26.928515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:27.043450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:27.043617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:27.043664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:27.043694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:27.047107] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-11T20:28:27.047377] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-11T20:28:27.047497] [INFO ] [sig       ] MRUS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:27.185126] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRUS.txt
[2025-12-11T20:28:27.185253] [INFO ] [sig       ] [2146/3605] Completed MRUS in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:27.185291] [INFO ] [sig       ] [2147/3605] Forecasting MRVI...
[2025-12-11T20:28:27.185320] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-11T20:28:27.185349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-11T20:28:27.196514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-11T20:28:27.196812] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-11T20:28:27.197560] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-11T20:28:27.197628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:27.197660] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:27.197687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:27.197741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:27.255468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:27.256302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:27.256384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:27.256418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:27.379386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:27.379542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:27.379598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:27.379630] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:27.382947] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=76.34%)
[2025-12-11T20:28:27.383213] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-11T20:28:27.383337] [INFO ] [sig       ] MRVI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:27.523406] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRVI.txt
[2025-12-11T20:28:27.523545] [INFO ] [sig       ] [2147/3605] Completed MRVI in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:27.523599] [INFO ] [sig       ] [2148/3605] Forecasting MRVL...
[2025-12-11T20:28:27.523630] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-11T20:28:27.523670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-11T20:28:27.535534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-11T20:28:27.535922] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-11T20:28:27.536709] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-11T20:28:27.536759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:27.536790] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:27.536817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:27.536872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:27.595236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:27.596166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:27.596252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:27.596286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:27.717327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:27.717479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:27.717519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:27.717594] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:27.720908] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=73.25%)
[2025-12-11T20:28:27.721172] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-11T20:28:27.721295] [INFO ] [sig       ] MRVL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:27.883586] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MRVL.txt
[2025-12-11T20:28:27.883736] [INFO ] [sig       ] [2148/3605] Completed MRVL in 0.4s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:27.883775] [INFO ] [sig       ] [2149/3605] Forecasting MRX...
[2025-12-11T20:28:27.883803] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-11T20:28:27.883832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-11T20:28:27.895741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-11T20:28:27.896126] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-11T20:28:27.896928] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-11T20:28:27.896981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:27.897012] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:27.897038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:27.897093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:27.954035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:27.954903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:27.954984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:27.955015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:28.069981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:28.070129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:28.070172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:28.070199] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:28.073501] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-11T20:28:28.073783] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-11T20:28:28.073904] [INFO ] [sig       ] MRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:28.210039] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MRX.txt
[2025-12-11T20:28:28.210164] [INFO ] [sig       ] [2149/3605] Completed MRX in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:28.210203] [INFO ] [sig       ] [2150/3605] Forecasting MS...
[2025-12-11T20:28:28.210233] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-11T20:28:28.210263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-11T20:28:28.222215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-11T20:28:28.222496] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-11T20:28:28.223257] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-11T20:28:28.223307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:28.223338] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:28.223364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:28.223420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:28.278794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:28.279419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:28.279496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:28.279527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:28.399934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:28.400080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:28.400118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:28.400145] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:28.403417] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-11T20:28:28.403704] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-11T20:28:28.403823] [INFO ] [sig       ] MS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:28.540217] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MS.txt
[2025-12-11T20:28:28.540369] [INFO ] [sig       ] [2150/3605] Completed MS in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:28.540408] [INFO ] [sig       ] [2151/3605] Forecasting MSA...
[2025-12-11T20:28:28.540436] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-11T20:28:28.540465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-11T20:28:28.553147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-11T20:28:28.553477] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-11T20:28:28.554367] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-11T20:28:28.554418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:28.554451] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:28.554486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:28.554553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:28.614230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:28.614887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:28.614964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:28.614996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:28.731536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:28.731674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:28.731712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:28.731738] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:28.734893] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-11T20:28:28.735151] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-11T20:28:28.735267] [INFO ] [sig       ] MSA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:28.875764] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSA.txt
[2025-12-11T20:28:28.875921] [INFO ] [sig       ] [2151/3605] Completed MSA in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:28.875961] [INFO ] [sig       ] [2152/3605] Forecasting MSB...
[2025-12-11T20:28:28.875989] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-11T20:28:28.876018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-11T20:28:28.888727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-11T20:28:28.889124] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-11T20:28:28.889981] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-11T20:28:28.890042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:28.890083] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:28.890112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:28.890170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:28.956292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:28.957444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:28.957551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:28.957627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:29.132425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:29.132624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:29.132675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:29.132704] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:29.136476] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: UP (p=62.93%)
[2025-12-11T20:28:29.136830] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-11T20:28:29.136970] [INFO ] [sig       ] MSB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:29.296688] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSB.txt
[2025-12-11T20:28:29.296858] [INFO ] [sig       ] [2152/3605] Completed MSB in 0.4s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-11T20:28:29.296899] [INFO ] [sig       ] [2153/3605] Forecasting MSBI...
[2025-12-11T20:28:29.296928] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-11T20:28:29.296969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-11T20:28:29.312439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-11T20:28:29.312961] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-11T20:28:29.314087] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-11T20:28:29.314155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:29.314198] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:29.314235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:29.314317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:29.394392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:29.395714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:29.395829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:29.395878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:29.563671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:29.563854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:29.563897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:29.563926] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:29.567472] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-11T20:28:29.567850] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-11T20:28:29.568031] [INFO ] [sig       ] MSBI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:29.740824] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MSBI.txt
[2025-12-11T20:28:29.740976] [INFO ] [sig       ] [2153/3605] Completed MSBI in 0.4s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-11T20:28:29.741017] [INFO ] [sig       ] [2154/3605] Forecasting MSCI...
[2025-12-11T20:28:29.741046] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-11T20:28:29.741076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-11T20:28:29.752957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-11T20:28:29.753363] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-11T20:28:29.754206] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-11T20:28:29.754261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:29.754297] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:29.754324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:29.754380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:29.813038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:29.814159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:29.814251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:29.814284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:29.949766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:29.949950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:29.949998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:29.950026] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:29.953622] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-12-11T20:28:29.953904] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-11T20:28:29.954032] [INFO ] [sig       ] MSCI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:30.106083] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSCI.txt
[2025-12-11T20:28:30.106239] [INFO ] [sig       ] [2154/3605] Completed MSCI in 0.4s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-11T20:28:30.106278] [INFO ] [sig       ] [2155/3605] Forecasting MSD...
[2025-12-11T20:28:30.106306] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-11T20:28:30.106335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-11T20:28:30.118766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-11T20:28:30.119152] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-11T20:28:30.119964] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-11T20:28:30.120016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:30.120048] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:30.120075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:30.120130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:30.176054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:30.176730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:30.176835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:30.176869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:30.294127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:30.294269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:30.294310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:30.294339] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:30.297669] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-11T20:28:30.297952] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-11T20:28:30.298071] [INFO ] [sig       ] MSD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:30.435834] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSD.txt
[2025-12-11T20:28:30.435974] [INFO ] [sig       ] [2155/3605] Completed MSD in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-11T20:28:30.436013] [INFO ] [sig       ] [2156/3605] Forecasting MSEX...
[2025-12-11T20:28:30.436049] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-11T20:28:30.436079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-11T20:28:30.447516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-11T20:28:30.447889] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-11T20:28:30.448712] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-11T20:28:30.448763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:30.448794] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:30.448819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:30.448873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:30.505359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:30.506109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:30.506186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:30.506217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:30.623091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:30.623239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:30.623279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:30.623313] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:30.626666] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=31.23%)
[2025-12-11T20:28:30.626929] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-11T20:28:30.627045] [INFO ] [sig       ] MSEX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:30.767271] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MSEX.txt
[2025-12-11T20:28:30.767399] [INFO ] [sig       ] [2156/3605] Completed MSEX in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-11T20:28:30.767438] [INFO ] [sig       ] [2157/3605] Forecasting MSFD...
[2025-12-11T20:28:30.767466] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-11T20:28:30.767494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-11T20:28:30.779417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-11T20:28:30.779758] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-11T20:28:30.780523] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-11T20:28:30.780606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:30.780639] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:30.780664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:30.780718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:30.837205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:30.837810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:30.837906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:30.837938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:30.954664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:30.954816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:30.954856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:30.954883] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:30.958159] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=52.24%)
[2025-12-11T20:28:30.958417] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-11T20:28:30.958537] [INFO ] [sig       ] MSFD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:31.094551] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSFD.txt
[2025-12-11T20:28:31.094685] [INFO ] [sig       ] [2157/3605] Completed MSFD in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:31.094723] [INFO ] [sig       ] [2158/3605] Forecasting MSFL...
[2025-12-11T20:28:31.094751] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-11T20:28:31.094779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-11T20:28:31.108482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-11T20:28:31.109031] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-11T20:28:31.109980] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-11T20:28:31.110033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:31.110066] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:31.110092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:31.110149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:31.168395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:31.169601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:31.169704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:31.169737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:31.293934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:31.294162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:31.294205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:31.294242] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:31.298090] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=26.08%)
[2025-12-11T20:28:31.298415] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-11T20:28:31.298560] [INFO ] [sig       ] MSFL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:31.445126] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MSFL.txt
[2025-12-11T20:28:31.445350] [INFO ] [sig       ] [2158/3605] Completed MSFL in 0.4s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:31.445394] [INFO ] [sig       ] [2159/3605] Forecasting MSGE...
[2025-12-11T20:28:31.445433] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-11T20:28:31.445473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-11T20:28:31.458659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-11T20:28:31.459133] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-11T20:28:31.460032] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-11T20:28:31.460083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:31.460115] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:31.460141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:31.460197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:31.517682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:31.518679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:31.518770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:31.518802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:31.642930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:31.643174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:31.643224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:31.643253] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:31.647164] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=85.21%)
[2025-12-11T20:28:31.647470] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-11T20:28:31.647646] [INFO ] [sig       ] MSGE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:31.797653] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSGE.txt
[2025-12-11T20:28:31.798039] [INFO ] [sig       ] [2159/3605] Completed MSGE in 0.4s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:31.798087] [INFO ] [sig       ] [2160/3605] Forecasting MSGM...
[2025-12-11T20:28:31.798117] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-11T20:28:31.798147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-11T20:28:31.809996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-11T20:28:31.810334] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-11T20:28:31.811120] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-11T20:28:31.811170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:31.811200] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:31.811225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:31.811280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:31.868077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:31.869040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:31.869123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:31.869155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:31.980661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:31.980824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:31.980865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:31.980893] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:31.984207] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=64.89%)
[2025-12-11T20:28:31.984511] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-11T20:28:31.984652] [INFO ] [sig       ] MSGM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:32.125520] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSGM.txt
[2025-12-11T20:28:32.125907] [INFO ] [sig       ] [2160/3605] Completed MSGM in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:32.125963] [INFO ] [sig       ] [2161/3605] Forecasting MSGS...
[2025-12-11T20:28:32.125994] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-11T20:28:32.126023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-11T20:28:32.139003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-11T20:28:32.139301] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-11T20:28:32.140072] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-11T20:28:32.140122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:32.140154] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:32.140180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:32.140235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:32.196664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:32.197484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:32.197564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:32.197615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:32.313316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:32.313466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:32.313505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:32.313533] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:32.316801] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-11T20:28:32.317060] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-11T20:28:32.317174] [INFO ] [sig       ] MSGS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:32.454303] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSGS.txt
[2025-12-11T20:28:32.454412] [INFO ] [sig       ] [2161/3605] Completed MSGS in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:32.454449] [INFO ] [sig       ] [2162/3605] Forecasting MSI...
[2025-12-11T20:28:32.454477] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-11T20:28:32.454506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-11T20:28:32.468256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-11T20:28:32.468755] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-11T20:28:32.469641] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-11T20:28:32.469692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:32.469761] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:32.469799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:32.469877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:32.527009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:32.527882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:32.527976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:32.528007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:32.647233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:32.647415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:32.647461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:32.647490] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:32.650887] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=38.77%)
[2025-12-11T20:28:32.651176] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-11T20:28:32.651298] [INFO ] [sig       ] MSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:32.790324] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MSI.txt
[2025-12-11T20:28:32.790531] [INFO ] [sig       ] [2162/3605] Completed MSI in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:32.790599] [INFO ] [sig       ] [2163/3605] Forecasting MSM...
[2025-12-11T20:28:32.790631] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-11T20:28:32.790661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-11T20:28:32.802020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-11T20:28:32.802392] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-11T20:28:32.803177] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-11T20:28:32.803227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:32.803257] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:32.803283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:32.803343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:32.859461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:32.860352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:32.860435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:32.860467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:32.975332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:32.975494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:32.975535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:32.975561] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:32.978881] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-11T20:28:32.979157] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-11T20:28:32.979278] [INFO ] [sig       ] MSM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:33.124611] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSM.txt
[2025-12-11T20:28:33.124777] [INFO ] [sig       ] [2163/3605] Completed MSM in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:33.124817] [INFO ] [sig       ] [2164/3605] Forecasting MSTX...
[2025-12-11T20:28:33.124847] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-11T20:28:33.124877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-11T20:28:33.136244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-11T20:28:33.136604] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-11T20:28:33.137349] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-11T20:28:33.137399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:33.137430] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:33.137456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:33.137511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:33.196866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:33.197751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:33.197875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:33.197911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:33.323377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:33.323528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:33.323602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:33.323633] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:33.326976] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-11T20:28:33.327238] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-11T20:28:33.327357] [INFO ] [sig       ] MSTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:33.466077] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MSTX.txt
[2025-12-11T20:28:33.466195] [INFO ] [sig       ] [2164/3605] Completed MSTX in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:33.466233] [INFO ] [sig       ] [2165/3605] Forecasting MTB...
[2025-12-11T20:28:33.466261] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-11T20:28:33.466290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-11T20:28:33.477640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-11T20:28:33.477944] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-11T20:28:33.478715] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-11T20:28:33.478765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:33.478796] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:33.478821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:33.478876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:33.536686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:33.537331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:33.537407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:33.537438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:33.660437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:33.660588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:33.660626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:33.660685] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:33.663908] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-12-11T20:28:33.664169] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-11T20:28:33.664287] [INFO ] [sig       ] MTB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:33.802292] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MTB.txt
[2025-12-11T20:28:33.802414] [INFO ] [sig       ] [2165/3605] Completed MTB in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:33.802460] [INFO ] [sig       ] [2166/3605] Forecasting MTCH...
[2025-12-11T20:28:33.802495] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-11T20:28:33.802529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-11T20:28:33.814181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-11T20:28:33.814509] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-11T20:28:33.815308] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-11T20:28:33.815360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:33.815392] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:33.815420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:33.815477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:33.872691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:33.873294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:33.873370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:33.873401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:33.991774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:33.991919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:33.991956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:33.991982] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:33.995243] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-12-11T20:28:33.995502] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-11T20:28:33.995642] [INFO ] [sig       ] MTCH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:34.134103] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MTCH.txt
[2025-12-11T20:28:34.134220] [INFO ] [sig       ] [2166/3605] Completed MTCH in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:34.134258] [INFO ] [sig       ] [2167/3605] Forecasting MTD...
[2025-12-11T20:28:34.134286] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-11T20:28:34.134315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-11T20:28:34.145731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-11T20:28:34.146015] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-11T20:28:34.146772] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-11T20:28:34.146822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:34.146852] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:34.146878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:34.146934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:34.203620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:34.204218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:34.204295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:34.204325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:34.326757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:34.326894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:34.326932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:34.326959] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:34.330232] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-12-11T20:28:34.330494] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-11T20:28:34.330628] [INFO ] [sig       ] MTD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:34.469705] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MTD.txt
[2025-12-11T20:28:34.469832] [INFO ] [sig       ] [2167/3605] Completed MTD in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:34.469869] [INFO ] [sig       ] [2168/3605] Forecasting MTEN...
[2025-12-11T20:28:34.469897] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-12-11T20:28:34.469927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-12-11T20:28:34.481565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-12-11T20:28:34.481922] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-12-11T20:28:34.482718] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-12-11T20:28:34.482770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:34.482811] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:34.482840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:34.482897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:34.539951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:34.540535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:34.540625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:34.540659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:34.662032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:34.662161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:34.662198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:34.662224] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:34.665468] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-12-11T20:28:34.665748] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-12-11T20:28:34.665867] [INFO ] [sig       ] MTEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:34.804543] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MTEN.txt
[2025-12-11T20:28:34.804676] [INFO ] [sig       ] [2168/3605] Completed MTEN in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:34.804714] [INFO ] [sig       ] [2169/3605] Forecasting MTG...
[2025-12-11T20:28:34.804743] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-11T20:28:34.804770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-11T20:28:34.816017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-11T20:28:34.816309] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-11T20:28:34.817102] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-11T20:28:34.817156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:34.817192] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:34.817218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:34.817275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:34.874760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:34.875368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:34.875443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:34.875474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:34.993546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:34.993704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:34.993743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:34.993770] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:34.997012] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=75.39%)
[2025-12-11T20:28:34.997271] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-11T20:28:34.997386] [INFO ] [sig       ] MTG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:35.135777] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MTG.txt
[2025-12-11T20:28:35.135911] [INFO ] [sig       ] [2169/3605] Completed MTG in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:35.135949] [INFO ] [sig       ] [2170/3605] Forecasting MTH...
[2025-12-11T20:28:35.135978] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-11T20:28:35.136007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-11T20:28:35.146996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-11T20:28:35.147303] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-11T20:28:35.148114] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-11T20:28:35.148165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:35.148196] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:35.148222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:35.148277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:35.206432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:35.207105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:35.207182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:35.207214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:35.326552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:35.326694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:35.326733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:35.326760] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:35.330093] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-11T20:28:35.330351] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-11T20:28:35.330481] [INFO ] [sig       ] MTH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:35.471818] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MTH.txt
[2025-12-11T20:28:35.471942] [INFO ] [sig       ] [2170/3605] Completed MTH in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-11T20:28:35.471980] [INFO ] [sig       ] [2171/3605] Forecasting MTLS...
[2025-12-11T20:28:35.472008] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-11T20:28:35.472037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-11T20:28:35.483079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-11T20:28:35.483367] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-11T20:28:35.484130] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-11T20:28:35.484180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:35.484211] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:35.484237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:35.484292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:35.540819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:35.541538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:35.541633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:35.541667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:35.656702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:35.656848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:35.656887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:35.656914] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:35.660160] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-12-11T20:28:35.660424] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-11T20:28:35.660544] [INFO ] [sig       ] MTLS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:35.796698] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MTLS.txt
[2025-12-11T20:28:35.796816] [INFO ] [sig       ] [2171/3605] Completed MTLS in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-11T20:28:35.796853] [INFO ] [sig       ] [2172/3605] Forecasting MTN...
[2025-12-11T20:28:35.796887] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-11T20:28:35.796917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-11T20:28:35.808392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-11T20:28:35.808725] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-11T20:28:35.809463] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-11T20:28:35.809515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:35.809546] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:35.809590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:35.809652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:35.865848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:35.866477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:35.866610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:35.866840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:35.985280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:35.985447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:35.985488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:35.985515] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:35.988779] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=15.28%)
[2025-12-11T20:28:35.989035] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-11T20:28:35.989150] [INFO ] [sig       ] MTN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:36.126493] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MTN.txt
[2025-12-11T20:28:36.126627] [INFO ] [sig       ] [2172/3605] Completed MTN in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-11T20:28:36.126665] [INFO ] [sig       ] [2173/3605] Forecasting MTRN...
[2025-12-11T20:28:36.126694] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-11T20:28:36.126723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-11T20:28:36.137773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-11T20:28:36.138075] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-11T20:28:36.138836] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-11T20:28:36.138887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:36.138918] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:36.138944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:36.138999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:36.195230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:36.196032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:36.196110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:36.196142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:36.317937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:36.318097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:36.318138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:36.318166] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:36.321556] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-11T20:28:36.321842] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-11T20:28:36.321963] [INFO ] [sig       ] MTRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:36.472236] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MTRN.txt
[2025-12-11T20:28:36.472367] [INFO ] [sig       ] [2173/3605] Completed MTRN in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-11T20:28:36.472405] [INFO ] [sig       ] [2174/3605] Forecasting MTRX...
[2025-12-11T20:28:36.472433] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-11T20:28:36.472461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-11T20:28:36.484386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-11T20:28:36.484721] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-11T20:28:36.485474] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-11T20:28:36.485524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:36.485556] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:36.485599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:36.485660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:36.542021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:36.542798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:36.542878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:36.542910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:36.661643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:36.661791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:36.661831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:36.661857] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:36.665089] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-11T20:28:36.665346] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-11T20:28:36.665462] [INFO ] [sig       ] MTRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:36.802801] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MTRX.txt
[2025-12-11T20:28:36.802945] [INFO ] [sig       ] [2174/3605] Completed MTRX in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-11T20:28:36.802984] [INFO ] [sig       ] [2175/3605] Forecasting MTSI...
[2025-12-11T20:28:36.803012] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-11T20:28:36.803042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-11T20:28:36.815146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-11T20:28:36.815488] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-11T20:28:36.816311] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-11T20:28:36.816365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:36.816398] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:36.816425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:36.816484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:36.873142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:36.873832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:36.873911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:36.873944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:36.994450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:36.994613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:36.994653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:36.994699] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:36.997976] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-12-11T20:28:36.998238] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-11T20:28:36.998355] [INFO ] [sig       ] MTSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:37.141522] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MTSI.txt
[2025-12-11T20:28:37.141701] [INFO ] [sig       ] [2175/3605] Completed MTSI in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:37.141741] [INFO ] [sig       ] [2176/3605] Forecasting MTX...
[2025-12-11T20:28:37.141769] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-11T20:28:37.141797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-11T20:28:37.153131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-11T20:28:37.153450] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-11T20:28:37.154251] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-11T20:28:37.154304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:37.154338] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:37.154367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:37.154424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:37.212996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:37.213690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:37.213770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:37.213804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:37.336380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:37.336541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:37.336610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:37.336648] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:37.340164] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-11T20:28:37.340439] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-11T20:28:37.340566] [INFO ] [sig       ] MTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:37.489801] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MTX.txt
[2025-12-11T20:28:37.489928] [INFO ] [sig       ] [2176/3605] Completed MTX in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:37.489976] [INFO ] [sig       ] [2177/3605] Forecasting MTZ...
[2025-12-11T20:28:37.490004] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-11T20:28:37.490033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-11T20:28:37.501412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-11T20:28:37.501694] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-11T20:28:37.502435] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-11T20:28:37.502484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:37.502515] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:37.502540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:37.502614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:37.560873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:37.561710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:37.561791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:37.561842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:37.688846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:37.689002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:37.689043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:37.689070] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:37.692368] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-11T20:28:37.692653] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-11T20:28:37.692772] [INFO ] [sig       ] MTZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:37.831171] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MTZ.txt
[2025-12-11T20:28:37.831310] [INFO ] [sig       ] [2177/3605] Completed MTZ in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:37.831348] [INFO ] [sig       ] [2178/3605] Forecasting MUA...
[2025-12-11T20:28:37.831377] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-11T20:28:37.831406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-11T20:28:37.842989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-11T20:28:37.843259] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-11T20:28:37.844058] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-11T20:28:37.844108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:37.844140] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:37.844166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:37.844220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:37.901258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:37.902006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:37.902083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:37.902114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:38.021966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:38.022117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:38.022156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:38.022184] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:38.025438] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-11T20:28:38.025723] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-11T20:28:38.025844] [INFO ] [sig       ] MUA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:38.163429] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MUA.txt
[2025-12-11T20:28:38.163563] [INFO ] [sig       ] [2178/3605] Completed MUA in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:38.163620] [INFO ] [sig       ] [2179/3605] Forecasting MUC...
[2025-12-11T20:28:38.163648] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-11T20:28:38.163677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-11T20:28:38.175198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-11T20:28:38.175517] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-11T20:28:38.176287] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-11T20:28:38.176337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:38.176394] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:38.176421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:38.176489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:38.232949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:38.233602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:38.233685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:38.233716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:38.354053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:38.354202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:38.354240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:38.354267] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:38.357512] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-11T20:28:38.357790] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-11T20:28:38.357927] [INFO ] [sig       ] MUC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:38.496602] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MUC.txt
[2025-12-11T20:28:38.496721] [INFO ] [sig       ] [2179/3605] Completed MUC in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:38.496757] [INFO ] [sig       ] [2180/3605] Forecasting MUE...
[2025-12-11T20:28:38.496786] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-11T20:28:38.496815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-11T20:28:38.508538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-11T20:28:38.508871] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-11T20:28:38.509656] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-11T20:28:38.509707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:38.509738] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:38.509764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:38.509818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:38.566006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:38.566630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:38.566705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:38.566737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:38.681622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:38.681776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:38.681816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:38.681842] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:38.685150] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-11T20:28:38.685410] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-11T20:28:38.685530] [INFO ] [sig       ] MUE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:38.827812] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MUE.txt
[2025-12-11T20:28:38.827951] [INFO ] [sig       ] [2180/3605] Completed MUE in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:38.827990] [INFO ] [sig       ] [2181/3605] Forecasting MUFG...
[2025-12-11T20:28:38.828018] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-11T20:28:38.828047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-11T20:28:38.839247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-11T20:28:38.839546] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-11T20:28:38.840306] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-11T20:28:38.840368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:38.840401] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:38.840428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:38.840484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:38.897756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:38.898389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:38.898465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:38.898495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:39.017273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:39.017408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:39.017444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:39.017471] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:39.020711] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=50.30%)
[2025-12-11T20:28:39.020969] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-11T20:28:39.021088] [INFO ] [sig       ] MUFG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:39.159288] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MUFG.txt
[2025-12-11T20:28:39.159405] [INFO ] [sig       ] [2181/3605] Completed MUFG in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:39.159443] [INFO ] [sig       ] [2182/3605] Forecasting MUJ...
[2025-12-11T20:28:39.159470] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-11T20:28:39.159501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-11T20:28:39.171150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-11T20:28:39.171438] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-11T20:28:39.172204] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-11T20:28:39.172262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:39.172293] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:39.172319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:39.172375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:39.228460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:39.229122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:39.229208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:39.229250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:39.344190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:39.344361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:39.344400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:39.344458] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:39.347745] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-11T20:28:39.348036] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-11T20:28:39.348158] [INFO ] [sig       ] MUJ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:39.485258] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MUJ.txt
[2025-12-11T20:28:39.485409] [INFO ] [sig       ] [2182/3605] Completed MUJ in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:39.485450] [INFO ] [sig       ] [2183/3605] Forecasting MUSA...
[2025-12-11T20:28:39.485479] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-11T20:28:39.485507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-11T20:28:39.497228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-11T20:28:39.497541] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-11T20:28:39.498333] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-11T20:28:39.498384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:39.498414] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:39.498439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:39.498493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:39.555430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:39.556263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:39.556342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:39.556375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:39.677407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:39.677593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:39.677636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:39.677664] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:39.681154] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=62.85%)
[2025-12-11T20:28:39.681456] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-11T20:28:39.681632] [INFO ] [sig       ] MUSA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:39.822473] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MUSA.txt
[2025-12-11T20:28:39.822628] [INFO ] [sig       ] [2183/3605] Completed MUSA in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:39.822668] [INFO ] [sig       ] [2184/3605] Forecasting MUX...
[2025-12-11T20:28:39.822696] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-11T20:28:39.822724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-11T20:28:39.833796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-11T20:28:39.834103] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-11T20:28:39.834869] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-11T20:28:39.834919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:39.834949] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:39.834974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:39.835029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:39.892003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:39.892774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:39.892854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:39.892887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:40.015507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:40.015678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:40.015718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:40.015748] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:40.019084] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-12-11T20:28:40.019354] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-11T20:28:40.019475] [INFO ] [sig       ] MUX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:40.155550] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MUX.txt
[2025-12-11T20:28:40.155687] [INFO ] [sig       ] [2184/3605] Completed MUX in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:40.155725] [INFO ] [sig       ] [2185/3605] Forecasting MVBF...
[2025-12-11T20:28:40.155754] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-11T20:28:40.155783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-11T20:28:40.167075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-11T20:28:40.167404] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-11T20:28:40.168193] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-11T20:28:40.168243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:40.168273] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:40.168299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:40.168353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:40.224043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:40.224668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:40.224748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:40.224779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:40.336795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:40.336947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:40.336988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:40.337015] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:40.340336] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-12-11T20:28:40.340614] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-11T20:28:40.340732] [INFO ] [sig       ] MVBF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:40.481686] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MVBF.txt
[2025-12-11T20:28:40.481809] [INFO ] [sig       ] [2185/3605] Completed MVBF in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:40.481846] [INFO ] [sig       ] [2186/3605] Forecasting MVF...
[2025-12-11T20:28:40.481874] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-11T20:28:40.481902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-11T20:28:40.493126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-11T20:28:40.493415] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-11T20:28:40.494169] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-11T20:28:40.494218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:40.494249] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:40.494275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:40.494330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:40.550865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:40.551453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:40.551529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:40.551559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:40.668643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:40.668771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:40.668808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:40.668835] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:40.672009] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-12-11T20:28:40.672283] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-11T20:28:40.672399] [INFO ] [sig       ] MVF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:40.809104] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MVF.txt
[2025-12-11T20:28:40.809229] [INFO ] [sig       ] [2186/3605] Completed MVF in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:40.809266] [INFO ] [sig       ] [2187/3605] Forecasting MVO...
[2025-12-11T20:28:40.809294] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-11T20:28:40.809323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-11T20:28:40.820673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-11T20:28:40.820943] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-11T20:28:40.821706] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-11T20:28:40.821756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:40.821787] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:40.821812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:40.821866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:40.878017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:40.878618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:40.878694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:40.878725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:40.996242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:40.996381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:40.996423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:40.996450] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:40.999712] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-11T20:28:40.999971] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-11T20:28:41.000086] [INFO ] [sig       ] MVO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:41.136509] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MVO.txt
[2025-12-11T20:28:41.136642] [INFO ] [sig       ] [2187/3605] Completed MVO in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-11T20:28:41.136682] [INFO ] [sig       ] [2188/3605] Forecasting MWA...
[2025-12-11T20:28:41.136709] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-11T20:28:41.136738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-11T20:28:41.148061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-11T20:28:41.148328] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-11T20:28:41.149093] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-11T20:28:41.149142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:41.149173] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:41.149197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:41.149251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:41.204823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:41.205529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:41.205631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:41.205664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:41.321172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:41.321318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:41.321373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:41.321402] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:41.324641] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-11T20:28:41.324905] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-11T20:28:41.325022] [INFO ] [sig       ] MWA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:41.461878] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MWA.txt
[2025-12-11T20:28:41.462007] [INFO ] [sig       ] [2188/3605] Completed MWA in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-11T20:28:41.462045] [INFO ] [sig       ] [2189/3605] Forecasting MX...
[2025-12-11T20:28:41.462072] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-11T20:28:41.462101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-11T20:28:41.473359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-11T20:28:41.473660] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-11T20:28:41.474416] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-11T20:28:41.474467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:41.474498] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:41.474524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:41.474610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:41.530550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:41.531186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:41.531264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:41.531322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:41.647416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:41.647561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:41.647665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:41.647694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:41.651033] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=35.95%)
[2025-12-11T20:28:41.651301] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-11T20:28:41.651426] [INFO ] [sig       ] MX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:41.789034] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MX.txt
[2025-12-11T20:28:41.789159] [INFO ] [sig       ] [2189/3605] Completed MX in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-11T20:28:41.789196] [INFO ] [sig       ] [2190/3605] Forecasting MXF...
[2025-12-11T20:28:41.789223] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-11T20:28:41.789251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-11T20:28:41.801156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-11T20:28:41.801472] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-11T20:28:41.802234] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-11T20:28:41.802284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:41.802315] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:41.802342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:41.802396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:41.858511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:41.859151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:41.859227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:41.859258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:41.978944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:41.979133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:41.979173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:41.979201] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:41.982530] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2025-12-11T20:28:41.982814] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-11T20:28:41.982943] [INFO ] [sig       ] MXF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:42.118197] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MXF.txt
[2025-12-11T20:28:42.118320] [INFO ] [sig       ] [2190/3605] Completed MXF in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-11T20:28:42.118358] [INFO ] [sig       ] [2191/3605] Forecasting MXL...
[2025-12-11T20:28:42.118387] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-11T20:28:42.118424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-11T20:28:42.131675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-11T20:28:42.132040] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-11T20:28:42.132939] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-11T20:28:42.132993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:42.133025] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:42.133051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:42.133107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:42.193499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:42.194445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:42.194546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:42.194598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:42.317047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:42.317208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:42.317249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:42.317277] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:42.320669] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-11T20:28:42.320939] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-11T20:28:42.321066] [INFO ] [sig       ] MXL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:42.465642] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MXL.txt
[2025-12-11T20:28:42.465799] [INFO ] [sig       ] [2191/3605] Completed MXL in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-11T20:28:42.465840] [INFO ] [sig       ] [2192/3605] Forecasting MYE...
[2025-12-11T20:28:42.465870] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-11T20:28:42.465909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-11T20:28:42.477765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-11T20:28:42.478152] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-11T20:28:42.478952] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-11T20:28:42.479004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:42.479049] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:42.479076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:42.479133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:42.539033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:42.539911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:42.540007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:42.540041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:42.662027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:42.662178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:42.662219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:42.662248] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:42.665677] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=61.64%)
[2025-12-11T20:28:42.665956] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-11T20:28:42.666079] [INFO ] [sig       ] MYE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:42.808724] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MYE.txt
[2025-12-11T20:28:42.808887] [INFO ] [sig       ] [2192/3605] Completed MYE in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-11T20:28:42.808939] [INFO ] [sig       ] [2193/3605] Forecasting MYGN...
[2025-12-11T20:28:42.808982] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-11T20:28:42.809024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-11T20:28:42.820934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-11T20:28:42.821248] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-11T20:28:42.822163] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-11T20:28:42.822227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:42.822266] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:42.822304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:42.822385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:42.881878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:42.882605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:42.882684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:42.882717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:43.002823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:43.002982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:43.003022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:43.003050] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:43.006338] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2025-12-11T20:28:43.006624] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-11T20:28:43.006747] [INFO ] [sig       ] MYGN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:43.144659] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MYGN.txt
[2025-12-11T20:28:43.144788] [INFO ] [sig       ] [2193/3605] Completed MYGN in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:43.144826] [INFO ] [sig       ] [2194/3605] Forecasting MYI...
[2025-12-11T20:28:43.144855] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-11T20:28:43.144884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-11T20:28:43.156275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-11T20:28:43.156648] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-11T20:28:43.157457] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-11T20:28:43.157508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:43.157538] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:43.157565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:43.157654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:43.214254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:43.215217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:43.215301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:43.215333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:43.334678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:43.334843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:43.334884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:43.334911] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:43.338301] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=58.40%)
[2025-12-11T20:28:43.338588] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-11T20:28:43.338718] [INFO ] [sig       ] MYI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:43.480905] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MYI.txt
[2025-12-11T20:28:43.481042] [INFO ] [sig       ] [2194/3605] Completed MYI in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:43.481082] [INFO ] [sig       ] [2195/3605] Forecasting MYN...
[2025-12-11T20:28:43.481110] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-11T20:28:43.481141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-11T20:28:43.493240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-11T20:28:43.493589] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-11T20:28:43.494371] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-11T20:28:43.494423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:43.494456] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:43.494482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:43.494539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:43.550263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:43.550964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:43.551041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:43.551074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:43.667051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:43.667206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:43.667246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:43.667275] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:43.670679] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-11T20:28:43.670948] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-11T20:28:43.671069] [INFO ] [sig       ] MYN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:43.815141] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/MYN.txt
[2025-12-11T20:28:43.815290] [INFO ] [sig       ] [2195/3605] Completed MYN in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:43.815327] [INFO ] [sig       ] [2196/3605] Forecasting MYRG...
[2025-12-11T20:28:43.815363] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-11T20:28:43.815393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-11T20:28:43.826981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-11T20:28:43.827263] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-11T20:28:43.828055] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-11T20:28:43.828106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:43.828161] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:43.828188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:43.828242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:43.884817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:43.885500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:43.885599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:43.885643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:44.005725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:44.005874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:44.005914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:44.005941] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:44.009381] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-12-11T20:28:44.009677] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-11T20:28:44.009802] [INFO ] [sig       ] MYRG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:44.156892] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/MYRG.txt
[2025-12-11T20:28:44.157044] [INFO ] [sig       ] [2196/3605] Completed MYRG in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:44.157083] [INFO ] [sig       ] [2197/3605] Forecasting NA...
[2025-12-11T20:28:44.157111] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-11T20:28:44.157140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-11T20:28:44.168447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-11T20:28:44.168797] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-11T20:28:44.169556] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-11T20:28:44.169634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:44.169672] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:44.169703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:44.169770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:44.226839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:44.227742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:44.227852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:44.227885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:44.347282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:44.347433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:44.347472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:44.347499] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:44.350845] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-11T20:28:44.351106] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-11T20:28:44.351221] [INFO ] [sig       ] NA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:44.488219] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NA.txt
[2025-12-11T20:28:44.488373] [INFO ] [sig       ] [2197/3605] Completed NA in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:44.488412] [INFO ] [sig       ] [2198/3605] Forecasting NAAS...
[2025-12-11T20:28:44.488440] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-11T20:28:44.488469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-11T20:28:44.500440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-11T20:28:44.500804] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-11T20:28:44.501556] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-11T20:28:44.501624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:44.501657] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:44.501683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:44.501743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:44.557123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:44.557823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:44.557918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:44.557949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:44.688090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:44.688319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:44.688365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:44.688393] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:44.692250] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=61.49%)
[2025-12-11T20:28:44.692552] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-11T20:28:44.692702] [INFO ] [sig       ] NAAS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:44.837144] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NAAS.txt
[2025-12-11T20:28:44.837663] [INFO ] [sig       ] [2198/3605] Completed NAAS in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:44.837710] [INFO ] [sig       ] [2199/3605] Forecasting NABL...
[2025-12-11T20:28:44.837739] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-11T20:28:44.837770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-11T20:28:44.850515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-11T20:28:44.850838] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-11T20:28:44.851656] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-11T20:28:44.851718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:44.851755] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:44.851786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:44.851848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:44.907645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:44.908337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:44.908418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:44.908449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:45.025011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:45.025207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:45.025270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:45.025382] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:45.030276] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-11T20:28:45.030659] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-11T20:28:45.030818] [INFO ] [sig       ] NABL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:45.180861] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NABL.txt
[2025-12-11T20:28:45.181020] [INFO ] [sig       ] [2199/3605] Completed NABL in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:45.181060] [INFO ] [sig       ] [2200/3605] Forecasting NAC...
[2025-12-11T20:28:45.181089] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-11T20:28:45.181117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-11T20:28:45.193139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-11T20:28:45.193500] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-11T20:28:45.194271] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-11T20:28:45.194321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:45.194352] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:45.194378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:45.194434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:45.250996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:45.251635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:45.251710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:45.251741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:45.372323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:45.372477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:45.372518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:45.372546] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:45.375991] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=73.88%)
[2025-12-11T20:28:45.376250] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-11T20:28:45.376371] [INFO ] [sig       ] NAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:45.515105] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NAC.txt
[2025-12-11T20:28:45.515232] [INFO ] [sig       ] [2200/3605] Completed NAC in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:45.515270] [INFO ] [sig       ] [2201/3605] Forecasting NAD...
[2025-12-11T20:28:45.515298] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-11T20:28:45.515326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-11T20:28:45.526761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-11T20:28:45.527045] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-11T20:28:45.527808] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-11T20:28:45.527886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:45.527924] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:45.527955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:45.528026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:45.584261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:45.584896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:45.584969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:45.585000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:45.708738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:45.708911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:45.708951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:45.708979] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:45.712448] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=26.45%)
[2025-12-11T20:28:45.712781] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-11T20:28:45.712918] [INFO ] [sig       ] NAD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:45.856535] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NAD.txt
[2025-12-11T20:28:45.856718] [INFO ] [sig       ] [2201/3605] Completed NAD in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:45.856763] [INFO ] [sig       ] [2202/3605] Forecasting NAMS...
[2025-12-11T20:28:45.856795] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-11T20:28:45.856833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-11T20:28:45.868683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-11T20:28:45.868984] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-11T20:28:45.869793] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-11T20:28:45.869845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:45.869879] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:45.869915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:45.869990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:45.929546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:45.930259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:45.930339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:45.930371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:46.052588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:46.052750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:46.052799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:46.052835] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:46.056413] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=68.63%)
[2025-12-11T20:28:46.056772] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-11T20:28:46.056926] [INFO ] [sig       ] NAMS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:46.200643] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NAMS.txt
[2025-12-11T20:28:46.200795] [INFO ] [sig       ] [2202/3605] Completed NAMS in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:46.200836] [INFO ] [sig       ] [2203/3605] Forecasting NATH...
[2025-12-11T20:28:46.200865] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-11T20:28:46.200901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-11T20:28:46.212757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-11T20:28:46.213126] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-11T20:28:46.214063] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-11T20:28:46.214115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:46.214147] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:46.214173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:46.214240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:46.269931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:46.270554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:46.270646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:46.270679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:46.377237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:46.377395] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:28:46.377433] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:46.377460] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:46.380830] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=26.78%)
[2025-12-11T20:28:46.381098] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-11T20:28:46.381222] [INFO ] [sig       ] NATH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:46.519505] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NATH.txt
[2025-12-11T20:28:46.519711] [INFO ] [sig       ] [2203/3605] Completed NATH in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:46.519785] [INFO ] [sig       ] [2204/3605] Forecasting NATL...
[2025-12-11T20:28:46.519821] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-11T20:28:46.519856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-11T20:28:46.531466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-11T20:28:46.531880] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-11T20:28:46.532678] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-11T20:28:46.532730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:46.532763] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:46.532789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:46.532846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:46.590507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:46.591391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:46.591469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:46.591501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:46.710434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:46.710598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:46.710640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:46.710667] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:46.713917] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-12-11T20:28:46.714179] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-11T20:28:46.714295] [INFO ] [sig       ] NATL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:46.850500] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NATL.txt
[2025-12-11T20:28:46.850639] [INFO ] [sig       ] [2204/3605] Completed NATL in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-11T20:28:46.850680] [INFO ] [sig       ] [2205/3605] Forecasting NAVI...
[2025-12-11T20:28:46.850708] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-11T20:28:46.850737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-11T20:28:46.863605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-11T20:28:46.863942] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-11T20:28:46.864780] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-11T20:28:46.864845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:46.864878] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:46.864905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:46.864960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:46.924043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:46.924837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:46.924921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:46.924953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:47.049025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:47.049186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:47.049227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:47.049254] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:47.052705] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-11T20:28:47.052980] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-11T20:28:47.053106] [INFO ] [sig       ] NAVI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:47.193156] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NAVI.txt
[2025-12-11T20:28:47.193291] [INFO ] [sig       ] [2205/3605] Completed NAVI in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-11T20:28:47.193330] [INFO ] [sig       ] [2206/3605] Forecasting NAZ...
[2025-12-11T20:28:47.193358] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-11T20:28:47.193387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-11T20:28:47.205052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-11T20:28:47.205381] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-11T20:28:47.206171] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-11T20:28:47.206222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:47.206252] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:47.206279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:47.206334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:47.262401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:47.263290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:47.263405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:47.263443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:47.364762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:47.364916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:47.364956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:47.364983] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:47.368285] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=64.69%)
[2025-12-11T20:28:47.368547] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-11T20:28:47.368688] [INFO ] [sig       ] NAZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:47.509233] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NAZ.txt
[2025-12-11T20:28:47.509389] [INFO ] [sig       ] [2206/3605] Completed NAZ in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-11T20:28:47.509428] [INFO ] [sig       ] [2207/3605] Forecasting NB...
[2025-12-11T20:28:47.509458] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-11T20:28:47.509487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-11T20:28:47.521184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-11T20:28:47.521537] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-11T20:28:47.522315] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-11T20:28:47.522364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:47.522395] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:47.522420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:47.522478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:47.578385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:47.579267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:47.579346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:47.579378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:47.692989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:47.693148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:47.693187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:47.693215] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:47.696498] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=50.44%)
[2025-12-11T20:28:47.696778] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-11T20:28:47.696897] [INFO ] [sig       ] NB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:47.834047] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NB.txt
[2025-12-11T20:28:47.834186] [INFO ] [sig       ] [2207/3605] Completed NB in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-11T20:28:47.834223] [INFO ] [sig       ] [2208/3605] Forecasting NBB...
[2025-12-11T20:28:47.834251] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-11T20:28:47.834279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-11T20:28:47.846258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-11T20:28:47.846608] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-11T20:28:47.847377] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-11T20:28:47.847427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:47.847458] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:47.847483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:47.847537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:47.902862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:47.903487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:47.903565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:47.903614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:48.018762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:48.018920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:48.018960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:48.018987] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:48.022246] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-11T20:28:48.022510] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-11T20:28:48.022652] [INFO ] [sig       ] NBB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:48.167738] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NBB.txt
[2025-12-11T20:28:48.167915] [INFO ] [sig       ] [2208/3605] Completed NBB in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-11T20:28:48.167959] [INFO ] [sig       ] [2209/3605] Forecasting NBBK...
[2025-12-11T20:28:48.167988] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-11T20:28:48.168019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-11T20:28:48.180386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-11T20:28:48.180737] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-11T20:28:48.181504] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-11T20:28:48.181555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:48.181604] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:48.181631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:48.181686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:48.237424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:48.238062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:48.238156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:48.238189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:48.357387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:48.357550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:48.357611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:48.357641] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:48.360952] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-11T20:28:48.361214] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-11T20:28:48.361332] [INFO ] [sig       ] NBBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:48.499321] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NBBK.txt
[2025-12-11T20:28:48.499519] [INFO ] [sig       ] [2209/3605] Completed NBBK in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-11T20:28:48.499559] [INFO ] [sig       ] [2210/3605] Forecasting NBHC...
[2025-12-11T20:28:48.499609] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-11T20:28:48.499641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-11T20:28:48.510732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-11T20:28:48.511133] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-11T20:28:48.511929] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-11T20:28:48.511980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:48.512011] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:48.512037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:48.512091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:48.568494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:48.569303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:48.569382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:48.569413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:48.685592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:48.685728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:48.685768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:48.685797] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:48.689076] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-11T20:28:48.689363] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-11T20:28:48.689485] [INFO ] [sig       ] NBHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:48.827618] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NBHC.txt
[2025-12-11T20:28:48.827737] [INFO ] [sig       ] [2210/3605] Completed NBHC in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-11T20:28:48.827779] [INFO ] [sig       ] [2211/3605] Forecasting NBIX...
[2025-12-11T20:28:48.827807] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-11T20:28:48.827857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-11T20:28:48.839217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-11T20:28:48.839496] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-11T20:28:48.840264] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-11T20:28:48.840314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:48.840344] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:48.840378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:48.840432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:48.897147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:48.897779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:48.897875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:48.897907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:49.019242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:49.019407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:49.019452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:49.019480] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:49.022853] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=36.32%)
[2025-12-11T20:28:49.023110] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-11T20:28:49.023230] [INFO ] [sig       ] NBIX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:49.161317] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NBIX.txt
[2025-12-11T20:28:49.161454] [INFO ] [sig       ] [2211/3605] Completed NBIX in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:49.161492] [INFO ] [sig       ] [2212/3605] Forecasting NBN...
[2025-12-11T20:28:49.161520] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-11T20:28:49.161547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-11T20:28:49.172643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-11T20:28:49.172920] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-11T20:28:49.173680] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-11T20:28:49.173730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:49.173762] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:49.173788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:49.173848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:49.230203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:49.230868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:49.230944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:49.230975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:49.345252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:49.345437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:49.345485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:49.345514] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:49.348816] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-11T20:28:49.349081] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-11T20:28:49.349202] [INFO ] [sig       ] NBN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:49.485607] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NBN.txt
[2025-12-11T20:28:49.485735] [INFO ] [sig       ] [2212/3605] Completed NBN in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:49.485772] [INFO ] [sig       ] [2213/3605] Forecasting NBTB...
[2025-12-11T20:28:49.485803] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-11T20:28:49.485834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-11T20:28:49.497222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-11T20:28:49.497525] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-11T20:28:49.498320] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-11T20:28:49.498371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:49.498427] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:49.498454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:49.498509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:49.555205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:49.556034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:49.556114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:49.556146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:49.674174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:49.674328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:49.674368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:49.674394] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:49.677735] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-11T20:28:49.678041] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-11T20:28:49.678166] [INFO ] [sig       ] NBTB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:49.819994] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NBTB.txt
[2025-12-11T20:28:49.820130] [INFO ] [sig       ] [2213/3605] Completed NBTB in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:49.820168] [INFO ] [sig       ] [2214/3605] Forecasting NBXG...
[2025-12-11T20:28:49.820196] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-11T20:28:49.820224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-11T20:28:49.831755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-11T20:28:49.832081] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-11T20:28:49.832840] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-11T20:28:49.832890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:49.832921] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:49.832947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:49.833001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:49.890378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:49.891113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:49.891193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:49.891226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:50.011117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:50.011269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:50.011311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:50.011339] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:50.014665] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-11T20:28:50.014929] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-11T20:28:50.015048] [INFO ] [sig       ] NBXG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:50.151235] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NBXG.txt
[2025-12-11T20:28:50.151370] [INFO ] [sig       ] [2214/3605] Completed NBXG in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:50.151408] [INFO ] [sig       ] [2215/3605] Forecasting NC...
[2025-12-11T20:28:50.151436] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-11T20:28:50.151464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-11T20:28:50.163258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-11T20:28:50.163599] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-11T20:28:50.164346] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-11T20:28:50.164397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:50.164429] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:50.164456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:50.164510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:50.219950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:50.220673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:50.220750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:50.220781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:50.319881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:50.320038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:50.320076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:50.320103] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:50.323396] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-11T20:28:50.323678] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-11T20:28:50.323811] [INFO ] [sig       ] NC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:50.464612] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NC.txt
[2025-12-11T20:28:50.464744] [INFO ] [sig       ] [2215/3605] Completed NC in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:50.464781] [INFO ] [sig       ] [2216/3605] Forecasting NCA...
[2025-12-11T20:28:50.464809] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-11T20:28:50.464844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-11T20:28:50.475958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-11T20:28:50.476266] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-11T20:28:50.477043] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-11T20:28:50.477092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:50.477133] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:50.477160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:50.477218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:50.533418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:50.534071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:50.534146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:50.534177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:50.654764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:50.654913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:50.654951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:50.655007] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:50.658337] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-12-11T20:28:50.658619] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-11T20:28:50.658740] [INFO ] [sig       ] NCA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:50.796844] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NCA.txt
[2025-12-11T20:28:50.796971] [INFO ] [sig       ] [2216/3605] Completed NCA in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:50.797009] [INFO ] [sig       ] [2217/3605] Forecasting NCLH...
[2025-12-11T20:28:50.797037] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-11T20:28:50.797066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-11T20:28:50.808511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-11T20:28:50.808800] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-11T20:28:50.809540] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-11T20:28:50.809609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:50.809641] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:50.809667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:50.809720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:50.865642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:50.866250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:50.866323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:50.866354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:50.985060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:50.985216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:50.985258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:50.985284] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:50.988636] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=63.56%)
[2025-12-11T20:28:50.988898] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-11T20:28:50.989015] [INFO ] [sig       ] NCLH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:51.124434] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NCLH.txt
[2025-12-11T20:28:51.124566] [INFO ] [sig       ] [2217/3605] Completed NCLH in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:51.124622] [INFO ] [sig       ] [2218/3605] Forecasting NCMI...
[2025-12-11T20:28:51.124650] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-11T20:28:51.124679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-11T20:28:51.135882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-11T20:28:51.136165] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-11T20:28:51.136966] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-11T20:28:51.137017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:51.137047] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:51.137072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:51.137128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:51.195425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:51.196274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:51.196351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:51.196382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:51.316566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:51.316740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:51.316780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:51.316808] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:51.320123] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-11T20:28:51.320389] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-11T20:28:51.320507] [INFO ] [sig       ] NCMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:51.456696] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NCMI.txt
[2025-12-11T20:28:51.456823] [INFO ] [sig       ] [2218/3605] Completed NCMI in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:51.456862] [INFO ] [sig       ] [2219/3605] Forecasting NCNA...
[2025-12-11T20:28:51.456893] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-11T20:28:51.456922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-11T20:28:51.468042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-11T20:28:51.468332] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-11T20:28:51.469091] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-11T20:28:51.469140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:51.469171] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:51.469196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:51.469251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:51.524712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:51.525453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:51.525531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:51.525562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:51.636721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:51.636873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:51.636913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:51.636940] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:51.640371] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=89.82%)
[2025-12-11T20:28:51.640648] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-11T20:28:51.640766] [INFO ] [sig       ] NCNA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:51.777362] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NCNA.txt
[2025-12-11T20:28:51.777491] [INFO ] [sig       ] [2219/3605] Completed NCNA in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:51.777535] [INFO ] [sig       ] [2220/3605] Forecasting NCNO...
[2025-12-11T20:28:51.777565] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-11T20:28:51.777612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-11T20:28:51.788785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-11T20:28:51.789095] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-11T20:28:51.789861] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-11T20:28:51.789911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:51.789942] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:51.789969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:51.790023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:51.845828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:51.846641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:51.846720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:51.846751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:51.970363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:51.970528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:51.970568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:51.970621] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:51.974050] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-11T20:28:51.974327] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-11T20:28:51.974457] [INFO ] [sig       ] NCNO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:52.112743] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NCNO.txt
[2025-12-11T20:28:52.112888] [INFO ] [sig       ] [2220/3605] Completed NCNO in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:52.112927] [INFO ] [sig       ] [2221/3605] Forecasting NCTY...
[2025-12-11T20:28:52.112955] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-11T20:28:52.112982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-11T20:28:52.124707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-11T20:28:52.125046] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-11T20:28:52.125828] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-11T20:28:52.125879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:52.125909] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:52.125935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:52.125990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:52.181824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:52.182493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:52.182568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:52.182619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:52.302110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:52.302258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:52.302297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:52.302325] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:52.305655] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-11T20:28:52.305920] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-11T20:28:52.306059] [INFO ] [sig       ] NCTY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:52.443208] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NCTY.txt
[2025-12-11T20:28:52.443336] [INFO ] [sig       ] [2221/3605] Completed NCTY in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:52.443374] [INFO ] [sig       ] [2222/3605] Forecasting NCZ...
[2025-12-11T20:28:52.443402] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-11T20:28:52.443430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-11T20:28:52.454892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-11T20:28:52.455148] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-11T20:28:52.455903] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-11T20:28:52.455953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:52.455983] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:52.456010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:52.456068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:52.511760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:52.512501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:52.512599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:52.512633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:52.632440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:52.632614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:52.632659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:52.632689] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:52.636035] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=38.66%)
[2025-12-11T20:28:52.636294] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-11T20:28:52.636411] [INFO ] [sig       ] NCZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:52.772744] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NCZ.txt
[2025-12-11T20:28:52.772884] [INFO ] [sig       ] [2222/3605] Completed NCZ in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-11T20:28:52.772923] [INFO ] [sig       ] [2223/3605] Forecasting NDAQ...
[2025-12-11T20:28:52.772951] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-11T20:28:52.772981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-11T20:28:52.784159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-11T20:28:52.784438] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-11T20:28:52.785202] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-11T20:28:52.785252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:52.785282] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:52.785308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:52.785362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:52.841058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:52.841907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:52.842016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:52.842048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:52.963495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:52.963672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:52.963712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:52.963757] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:52.967049] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-11T20:28:52.967317] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-11T20:28:52.967436] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:53.103653] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NDAQ.txt
[2025-12-11T20:28:53.103774] [INFO ] [sig       ] [2223/3605] Completed NDAQ in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-11T20:28:53.103812] [INFO ] [sig       ] [2224/3605] Forecasting NDMO...
[2025-12-11T20:28:53.103841] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-11T20:28:53.103873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-11T20:28:53.114939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-11T20:28:53.115209] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-11T20:28:53.115959] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-11T20:28:53.116009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:53.116039] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:53.116065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:53.116121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:53.172186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:53.172855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:53.172930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:53.172961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:53.291787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:53.291948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:53.291994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:53.292027] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:53.295313] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=24.86%)
[2025-12-11T20:28:53.295569] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-11T20:28:53.295743] [INFO ] [sig       ] NDMO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:53.436279] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NDMO.txt
[2025-12-11T20:28:53.436417] [INFO ] [sig       ] [2224/3605] Completed NDMO in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-11T20:28:53.436455] [INFO ] [sig       ] [2225/3605] Forecasting NDRA...
[2025-12-11T20:28:53.436483] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-11T20:28:53.436511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-11T20:28:53.448025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-11T20:28:53.448334] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-11T20:28:53.449090] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-11T20:28:53.449152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:53.449183] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:53.449209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:53.449264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:53.504959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:53.505642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:53.505732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:53.505764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:53.621802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:53.621959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:53.621998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:53.622026] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:53.625353] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-11T20:28:53.625636] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-11T20:28:53.625760] [INFO ] [sig       ] NDRA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:53.813111] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NDRA.txt
[2025-12-11T20:28:53.813249] [INFO ] [sig       ] [2225/3605] Completed NDRA in 0.4s | 2.94 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-11T20:28:53.813288] [INFO ] [sig       ] [2226/3605] Forecasting NDSN...
[2025-12-11T20:28:53.813317] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-11T20:28:53.813346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-11T20:28:53.824852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-11T20:28:53.825105] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-11T20:28:53.825866] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-11T20:28:53.825917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:53.825949] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:53.825975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:53.826030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:53.882143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:53.882813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:53.882890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:53.882925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:54.003436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:54.003598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:54.003637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:54.003666] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:54.006943] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-12-11T20:28:54.007202] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-11T20:28:54.007318] [INFO ] [sig       ] NDSN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:54.149159] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NDSN.txt
[2025-12-11T20:28:54.149356] [INFO ] [sig       ] [2226/3605] Completed NDSN in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-11T20:28:54.149403] [INFO ] [sig       ] [2227/3605] Forecasting NE...
[2025-12-11T20:28:54.149434] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-11T20:28:54.149464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-11T20:28:54.161248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-11T20:28:54.161669] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-11T20:28:54.162467] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-11T20:28:54.162517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:54.162549] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:54.162614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:54.162675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:54.221650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:54.222625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:54.222717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:54.222748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:54.342209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:54.342351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:54.342389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:54.342421] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:54.345672] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-11T20:28:54.345951] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-11T20:28:54.346083] [INFO ] [sig       ] NE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:54.487214] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NE.txt
[2025-12-11T20:28:54.487380] [INFO ] [sig       ] [2227/3605] Completed NE in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-11T20:28:54.487434] [INFO ] [sig       ] [2228/3605] Forecasting NEA...
[2025-12-11T20:28:54.487476] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-11T20:28:54.487516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-11T20:28:54.500901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-11T20:28:54.501275] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-11T20:28:54.502066] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-11T20:28:54.502117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:54.502147] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:54.502172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:54.502226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:54.557386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:54.558227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:54.558309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:54.558340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:54.681683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:54.681836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:54.681876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:54.681903] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:54.685188] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-11T20:28:54.685459] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-11T20:28:54.685597] [INFO ] [sig       ] NEA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:54.823644] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NEA.txt
[2025-12-11T20:28:54.823775] [INFO ] [sig       ] [2228/3605] Completed NEA in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-11T20:28:54.823813] [INFO ] [sig       ] [2229/3605] Forecasting NECB...
[2025-12-11T20:28:54.823848] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-11T20:28:54.823882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-11T20:28:54.835956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-11T20:28:54.836334] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-11T20:28:54.837275] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-11T20:28:54.837335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:54.837375] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:54.837409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:54.837481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:54.898957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:54.899850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:54.899944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:54.899978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:55.018078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:55.018235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:55.018275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:55.018311] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:55.021696] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-11T20:28:55.021981] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-11T20:28:55.022107] [INFO ] [sig       ] NECB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:55.160136] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NECB.txt
[2025-12-11T20:28:55.160270] [INFO ] [sig       ] [2229/3605] Completed NECB in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:55.160309] [INFO ] [sig       ] [2230/3605] Forecasting NEE...
[2025-12-11T20:28:55.160338] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-11T20:28:55.160366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-11T20:28:55.171403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-11T20:28:55.171751] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-11T20:28:55.172551] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-11T20:28:55.172625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:55.172685] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:55.172716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:55.172789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:55.230128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:55.230962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:55.231045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:55.231077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:55.348255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:55.348405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:55.348444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:55.348470] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:55.351754] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-11T20:28:55.352020] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-11T20:28:55.352136] [INFO ] [sig       ] NEE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:55.499587] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NEE.txt
[2025-12-11T20:28:55.499736] [INFO ] [sig       ] [2230/3605] Completed NEE in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:55.499775] [INFO ] [sig       ] [2231/3605] Forecasting NEGG...
[2025-12-11T20:28:55.499804] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-11T20:28:55.499840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-11T20:28:55.511029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-11T20:28:55.511375] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-11T20:28:55.512166] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-11T20:28:55.512217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:55.512248] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:55.512274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:55.512334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:55.568334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:55.569184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:55.569265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:55.569296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:55.685960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:55.686115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:55.686158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:55.686187] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:55.689675] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-11T20:28:55.689947] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-11T20:28:55.690076] [INFO ] [sig       ] NEGG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:55.828166] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NEGG.txt
[2025-12-11T20:28:55.828280] [INFO ] [sig       ] [2231/3605] Completed NEGG in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:55.828318] [INFO ] [sig       ] [2232/3605] Forecasting NEM...
[2025-12-11T20:28:55.828346] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-11T20:28:55.828374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-11T20:28:55.840164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-11T20:28:55.840427] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-11T20:28:55.841215] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-11T20:28:55.841267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:55.841300] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:55.841329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:55.841385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:55.900226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:55.900909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:55.900992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:55.901025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:56.026802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:56.026956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:56.026997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:56.027025] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:56.030355] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=30.33%)
[2025-12-11T20:28:56.030641] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-11T20:28:56.030762] [INFO ] [sig       ] NEM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:56.173160] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NEM.txt
[2025-12-11T20:28:56.173298] [INFO ] [sig       ] [2232/3605] Completed NEM in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:56.173345] [INFO ] [sig       ] [2233/3605] Forecasting NEO...
[2025-12-11T20:28:56.173382] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-11T20:28:56.173411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-11T20:28:56.185017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-11T20:28:56.185274] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-11T20:28:56.186048] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-11T20:28:56.186109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:56.186142] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:56.186168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:56.186223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:56.243493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:56.244156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:56.244234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:56.244267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:56.364410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:56.364559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:56.364618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:56.364680] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:56.368069] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2025-12-11T20:28:56.368333] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-11T20:28:56.368454] [INFO ] [sig       ] NEO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:56.506848] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NEO.txt
[2025-12-11T20:28:56.506973] [INFO ] [sig       ] [2233/3605] Completed NEO in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:56.507011] [INFO ] [sig       ] [2234/3605] Forecasting NEOG...
[2025-12-11T20:28:56.507039] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-11T20:28:56.507068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-11T20:28:56.518407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-11T20:28:56.518710] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-11T20:28:56.519452] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-11T20:28:56.519501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:56.519532] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:56.519557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:56.519633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:56.575399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:56.576014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:56.576088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:56.576119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:56.691509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:56.691664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:56.691704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:56.691731] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:56.695001] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2025-12-11T20:28:56.695265] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-11T20:28:56.695382] [INFO ] [sig       ] NEOG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:56.832449] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NEOG.txt
[2025-12-11T20:28:56.832562] [INFO ] [sig       ] [2234/3605] Completed NEOG in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:56.832618] [INFO ] [sig       ] [2235/3605] Forecasting NEON...
[2025-12-11T20:28:56.832645] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-11T20:28:56.832674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-11T20:28:56.844344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-11T20:28:56.844623] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-11T20:28:56.845376] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-11T20:28:56.845426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:56.845457] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:56.845483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:56.845538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:56.905322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:56.906017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:56.906098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:56.906132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:57.025365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:57.025514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:57.025557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:57.025607] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:57.028935] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2025-12-11T20:28:57.029204] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-11T20:28:57.029328] [INFO ] [sig       ] NEON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:57.167111] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NEON.txt
[2025-12-11T20:28:57.167224] [INFO ] [sig       ] [2235/3605] Completed NEON in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:57.167263] [INFO ] [sig       ] [2236/3605] Forecasting NEXA...
[2025-12-11T20:28:57.167292] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-11T20:28:57.167322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-11T20:28:57.179215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-11T20:28:57.179534] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-11T20:28:57.180318] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-11T20:28:57.180370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:57.180402] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:57.180429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:57.180484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:57.236623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:57.237236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:57.237311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:57.237343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:57.349133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:57.349274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:57.349312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:57.349341] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:57.352708] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2025-12-11T20:28:57.352982] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-11T20:28:57.353123] [INFO ] [sig       ] NEXA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:57.490130] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NEXA.txt
[2025-12-11T20:28:57.490249] [INFO ] [sig       ] [2236/3605] Completed NEXA in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:57.490286] [INFO ] [sig       ] [2237/3605] Forecasting NEXN...
[2025-12-11T20:28:57.490313] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-11T20:28:57.490342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-11T20:28:57.501619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-11T20:28:57.501892] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-11T20:28:57.502655] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-11T20:28:57.502705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:57.502736] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:57.502763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:57.502818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:57.558307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:57.558923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:57.558997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:57.559031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:57.680880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:57.681040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:57.681082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:57.681109] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:57.684487] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-11T20:28:57.684765] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-11T20:28:57.684882] [INFO ] [sig       ] NEXN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:57.823500] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NEXN.txt
[2025-12-11T20:28:57.823661] [INFO ] [sig       ] [2237/3605] Completed NEXN in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:57.823702] [INFO ] [sig       ] [2238/3605] Forecasting NFBK...
[2025-12-11T20:28:57.823731] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-11T20:28:57.823760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-11T20:28:57.836094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-11T20:28:57.836365] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-11T20:28:57.837163] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-11T20:28:57.837213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:57.837244] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:57.837270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:57.837336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:57.894000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:57.894657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:57.894736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:57.894767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:58.009564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:58.009743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:58.009787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:58.009814] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:58.013177] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-12-11T20:28:58.013442] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-11T20:28:58.013563] [INFO ] [sig       ] NFBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:58.150074] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NFBK.txt
[2025-12-11T20:28:58.150207] [INFO ] [sig       ] [2238/3605] Completed NFBK in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:58.150245] [INFO ] [sig       ] [2239/3605] Forecasting NFE...
[2025-12-11T20:28:58.150273] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-11T20:28:58.150302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-11T20:28:58.161484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-11T20:28:58.161790] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-11T20:28:58.162558] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-11T20:28:58.162627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:58.162658] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:58.162684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:58.162739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:58.218549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:58.219181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:58.219258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:58.219288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:58.344910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:58.345094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:58.345156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:58.345202] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:58.349327] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-12-11T20:28:58.349742] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-11T20:28:58.349908] [INFO ] [sig       ] NFE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:58.504791] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NFE.txt
[2025-12-11T20:28:58.504922] [INFO ] [sig       ] [2239/3605] Completed NFE in 0.4s | 2.94 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-11T20:28:58.504961] [INFO ] [sig       ] [2240/3605] Forecasting NFG...
[2025-12-11T20:28:58.504988] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-11T20:28:58.505017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-11T20:28:58.516060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-11T20:28:58.516328] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-11T20:28:58.517079] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-11T20:28:58.517138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:58.517169] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:58.517195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:58.517250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:58.573698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:58.574478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:58.574605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:58.574642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:58.693786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:58.693939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:58.693981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:58.694009] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:58.697375] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-11T20:28:58.697665] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-11T20:28:58.697791] [INFO ] [sig       ] NFG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:28:58.835649] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NFG.txt
[2025-12-11T20:28:58.835801] [INFO ] [sig       ] [2240/3605] Completed NFG in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-11T20:28:58.835841] [INFO ] [sig       ] [2241/3605] Forecasting NFJ...
[2025-12-11T20:28:58.835870] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-11T20:28:58.835901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-11T20:28:58.847382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-11T20:28:58.847670] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-11T20:28:58.848475] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-11T20:28:58.848526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:58.848558] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:58.848611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:58.848673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:58.906491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:58.907197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:58.907275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:58.907307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:59.029921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:59.030069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:59.030108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:59.030135] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:59.033399] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-12-11T20:28:59.033676] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-11T20:28:59.033797] [INFO ] [sig       ] NFJ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:59.173250] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NFJ.txt
[2025-12-11T20:28:59.173395] [INFO ] [sig       ] [2241/3605] Completed NFJ in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-11T20:28:59.173435] [INFO ] [sig       ] [2242/3605] Forecasting NFLX...
[2025-12-11T20:28:59.173463] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-11T20:28:59.173492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-11T20:28:59.184927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-11T20:28:59.185202] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-11T20:28:59.185957] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-11T20:28:59.186006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:59.186041] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:59.186066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:59.186121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:59.242426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:59.243161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:59.243239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:59.243272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:59.364584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:59.364732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:59.364772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:59.364799] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:59.368085] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=39.98%)
[2025-12-11T20:28:59.368341] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-11T20:28:59.368459] [INFO ] [sig       ] NFLX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:59.506257] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NFLX.txt
[2025-12-11T20:28:59.506389] [INFO ] [sig       ] [2242/3605] Completed NFLX in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-11T20:28:59.506429] [INFO ] [sig       ] [2243/3605] Forecasting NFTY...
[2025-12-11T20:28:59.506459] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-11T20:28:59.506489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-11T20:28:59.518040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-11T20:28:59.518349] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-11T20:28:59.519125] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-11T20:28:59.519177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:59.519210] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:59.519237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:59.519293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:59.576280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:59.577124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:59.577203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:59.577235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:28:59.692651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:28:59.692804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:28:59.692843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:28:59.692870] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:28:59.696291] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-11T20:28:59.696554] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-11T20:28:59.696694] [INFO ] [sig       ] NFTY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:28:59.835637] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NFTY.txt
[2025-12-11T20:28:59.835811] [INFO ] [sig       ] [2243/3605] Completed NFTY in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-11T20:28:59.835851] [INFO ] [sig       ] [2244/3605] Forecasting NGG...
[2025-12-11T20:28:59.835879] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-11T20:28:59.835908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-11T20:28:59.846921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-11T20:28:59.847179] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-11T20:28:59.847961] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-11T20:28:59.848012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:28:59.848043] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:28:59.848069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:28:59.848124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:28:59.903461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:28:59.904096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:28:59.904171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:28:59.904202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:00.023006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:00.023163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:00.023203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:00.023232] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:00.026471] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-11T20:29:00.026759] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-11T20:29:00.026877] [INFO ] [sig       ] NGG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:00.162608] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NGG.txt
[2025-12-11T20:29:00.162735] [INFO ] [sig       ] [2244/3605] Completed NGG in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-11T20:29:00.162772] [INFO ] [sig       ] [2245/3605] Forecasting NGL...
[2025-12-11T20:29:00.162801] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-11T20:29:00.162830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-11T20:29:00.173640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-11T20:29:00.173919] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-11T20:29:00.174674] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-11T20:29:00.174723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:00.174754] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:00.174780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:00.174835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:00.230592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:00.231187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:00.231262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:00.231293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:00.347065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:00.347218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:00.347257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:00.347284] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:00.350603] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-12-11T20:29:00.350881] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-11T20:29:00.350997] [INFO ] [sig       ] NGL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:00.489308] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NGL.txt
[2025-12-11T20:29:00.489465] [INFO ] [sig       ] [2245/3605] Completed NGL in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-11T20:29:00.489508] [INFO ] [sig       ] [2246/3605] Forecasting NGNE...
[2025-12-11T20:29:00.489539] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-11T20:29:00.489588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-11T20:29:00.501040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-11T20:29:00.501398] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-11T20:29:00.502191] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-11T20:29:00.502244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:00.502277] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:00.502304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:00.502361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:00.562926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:00.563685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:00.563764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:00.563796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:00.683797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:00.683948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:00.683987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:00.684015] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:00.687268] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2025-12-11T20:29:00.687527] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-11T20:29:00.687668] [INFO ] [sig       ] NGNE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:00.824567] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NGNE.txt
[2025-12-11T20:29:00.824709] [INFO ] [sig       ] [2246/3605] Completed NGNE in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-11T20:29:00.824748] [INFO ] [sig       ] [2247/3605] Forecasting NGS...
[2025-12-11T20:29:00.824775] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-11T20:29:00.824804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-11T20:29:00.839125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-11T20:29:00.839670] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-11T20:29:00.840615] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-11T20:29:00.840671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:00.840743] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:00.840773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:00.840834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:00.900926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:00.902014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:00.902125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:00.902161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:01.026875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:01.027099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:01.027168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:01.027197] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:01.031121] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-11T20:29:01.031421] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-11T20:29:01.031553] [INFO ] [sig       ] NGS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:01.179059] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NGS.txt
[2025-12-11T20:29:01.179235] [INFO ] [sig       ] [2247/3605] Completed NGS in 0.4s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:01.179280] [INFO ] [sig       ] [2248/3605] Forecasting NGVC...
[2025-12-11T20:29:01.179311] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-11T20:29:01.179341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-11T20:29:01.195649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-11T20:29:01.196279] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-11T20:29:01.197233] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-11T20:29:01.197287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:01.197321] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:01.197349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:01.197409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:01.261483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:01.262709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:01.262808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:01.262842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:01.388291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:01.388537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:01.388600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:01.388632] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:01.392413] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-11T20:29:01.392742] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-11T20:29:01.392873] [INFO ] [sig       ] NGVC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:01.547371] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NGVC.txt
[2025-12-11T20:29:01.547561] [INFO ] [sig       ] [2248/3605] Completed NGVC in 0.4s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:01.547625] [INFO ] [sig       ] [2249/3605] Forecasting NHI...
[2025-12-11T20:29:01.547657] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-11T20:29:01.547690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-11T20:29:01.560904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-11T20:29:01.561316] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-11T20:29:01.562225] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-11T20:29:01.562280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:01.562313] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:01.562340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:01.562398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:01.622315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:01.623457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:01.623555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:01.623607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:01.743492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:01.743736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:01.743784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:01.743812] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:01.747735] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-12-11T20:29:01.748064] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-11T20:29:01.748198] [INFO ] [sig       ] NHI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:01.895645] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NHI.txt
[2025-12-11T20:29:01.895836] [INFO ] [sig       ] [2249/3605] Completed NHI in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:01.895880] [INFO ] [sig       ] [2250/3605] Forecasting NHTC...
[2025-12-11T20:29:01.895911] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-11T20:29:01.895942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-11T20:29:01.910570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-11T20:29:01.911179] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-11T20:29:01.912155] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-11T20:29:01.912211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:01.912244] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:01.912270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:01.912328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:01.972009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:01.973074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:01.973173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:01.973214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:02.085799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:02.086024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:02.086070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:02.086147] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:02.089970] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-11T20:29:02.090271] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-11T20:29:02.090404] [INFO ] [sig       ] NHTC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:02.235909] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NHTC.txt
[2025-12-11T20:29:02.236087] [INFO ] [sig       ] [2250/3605] Completed NHTC in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:02.236128] [INFO ] [sig       ] [2251/3605] Forecasting NI...
[2025-12-11T20:29:02.236156] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-11T20:29:02.236186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-11T20:29:02.249283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-11T20:29:02.249651] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-11T20:29:02.250527] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-11T20:29:02.250609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:02.250660] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:02.250689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:02.250746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:02.309202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:02.310257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:02.310353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:02.310387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:02.443727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:02.443960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:02.444007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:02.444038] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:02.448181] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-12-11T20:29:02.448640] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-11T20:29:02.448802] [INFO ] [sig       ] NI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:02.593003] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NI.txt
[2025-12-11T20:29:02.593178] [INFO ] [sig       ] [2251/3605] Completed NI in 0.4s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:02.593219] [INFO ] [sig       ] [2252/3605] Forecasting NIC...
[2025-12-11T20:29:02.593249] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-11T20:29:02.593280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-11T20:29:02.606401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-11T20:29:02.606842] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-11T20:29:02.607760] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-11T20:29:02.607813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:02.607881] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:02.607914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:02.607988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:02.665417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:02.666446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:02.666538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:02.666570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:02.785203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:02.785422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:02.785467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:02.785496] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:02.789247] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-11T20:29:02.789532] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-11T20:29:02.789679] [INFO ] [sig       ] NIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:02.928808] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NIC.txt
[2025-12-11T20:29:02.929020] [INFO ] [sig       ] [2252/3605] Completed NIC in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:02.929067] [INFO ] [sig       ] [2253/3605] Forecasting NICE...
[2025-12-11T20:29:02.929096] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-11T20:29:02.929128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-11T20:29:02.942538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-11T20:29:02.943033] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-11T20:29:02.943929] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-11T20:29:02.943981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:02.944013] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:02.944038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:02.944095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:03.005518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:03.006718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:03.006813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:03.006846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:03.130812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:03.131055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:03.131101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:03.131128] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:03.134888] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=40.14%)
[2025-12-11T20:29:03.135179] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-11T20:29:03.135309] [INFO ] [sig       ] NICE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:03.274190] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NICE.txt
[2025-12-11T20:29:03.274355] [INFO ] [sig       ] [2253/3605] Completed NICE in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:03.274398] [INFO ] [sig       ] [2254/3605] Forecasting NIE...
[2025-12-11T20:29:03.274438] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-11T20:29:03.274472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-11T20:29:03.287179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-11T20:29:03.287630] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-11T20:29:03.288528] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-11T20:29:03.288603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:03.288639] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:03.288666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:03.288723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:03.346850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:03.347791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:03.347909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:03.347943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:03.465009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:03.465244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:03.465288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:03.465316] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:03.469133] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2025-12-11T20:29:03.469466] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-11T20:29:03.469629] [INFO ] [sig       ] NIE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:03.619984] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NIE.txt
[2025-12-11T20:29:03.620168] [INFO ] [sig       ] [2254/3605] Completed NIE in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:03.620215] [INFO ] [sig       ] [2255/3605] Forecasting NIKL...
[2025-12-11T20:29:03.620254] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-11T20:29:03.620288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-11T20:29:03.634013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-11T20:29:03.634536] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-11T20:29:03.635490] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-11T20:29:03.635545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:03.635599] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:03.635630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:03.635690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:03.696855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:03.698022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:03.698119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:03.698155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:03.814952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:03.815173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:03.815219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:03.815249] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:03.819142] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2025-12-11T20:29:03.819448] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-11T20:29:03.819601] [INFO ] [sig       ] NIKL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:03.969981] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NIKL.txt
[2025-12-11T20:29:03.970144] [INFO ] [sig       ] [2255/3605] Completed NIKL in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:03.970184] [INFO ] [sig       ] [2256/3605] Forecasting NIM...
[2025-12-11T20:29:03.970212] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-11T20:29:03.970243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-11T20:29:03.983173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-11T20:29:03.983674] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-11T20:29:03.984630] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-11T20:29:03.984684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:03.984717] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:03.984745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:03.984818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:04.043458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:04.044531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:04.044646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:04.044682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:04.153744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:04.153979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:04.154029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:04.154058] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:04.158172] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-12-11T20:29:04.158501] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-11T20:29:04.158665] [INFO ] [sig       ] NIM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:04.305644] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NIM.txt
[2025-12-11T20:29:04.305842] [INFO ] [sig       ] [2256/3605] Completed NIM in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:04.305886] [INFO ] [sig       ] [2257/3605] Forecasting NIO...
[2025-12-11T20:29:04.305915] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-11T20:29:04.305947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-11T20:29:04.319553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-11T20:29:04.320102] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-11T20:29:04.321034] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-11T20:29:04.321087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:04.321119] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:04.321145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:04.321203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:04.379497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:04.380664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:04.380811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:04.380845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:04.508584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:04.508851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:04.508906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:04.508948] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:04.513872] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2025-12-11T20:29:04.514219] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-11T20:29:04.514360] [INFO ] [sig       ] NIO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:04.662107] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NIO.txt
[2025-12-11T20:29:04.662303] [INFO ] [sig       ] [2257/3605] Completed NIO in 0.4s | 2.94 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-11T20:29:04.662348] [INFO ] [sig       ] [2258/3605] Forecasting NIPG...
[2025-12-11T20:29:04.662378] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-11T20:29:04.662410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-11T20:29:04.676215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-11T20:29:04.676767] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-11T20:29:04.677640] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-11T20:29:04.677691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:04.677723] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:04.677750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:04.677807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:04.735280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:04.736310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:04.736410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:04.736442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:04.851345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:04.851586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:04.851632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:04.851712] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:04.855465] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=79.08%)
[2025-12-11T20:29:04.855785] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-11T20:29:04.855922] [INFO ] [sig       ] NIPG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:04.997720] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NIPG.txt
[2025-12-11T20:29:04.997914] [INFO ] [sig       ] [2258/3605] Completed NIPG in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-11T20:29:04.997957] [INFO ] [sig       ] [2259/3605] Forecasting NISN...
[2025-12-11T20:29:04.997990] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-11T20:29:04.998022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-11T20:29:05.012114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-11T20:29:05.012680] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-11T20:29:05.013551] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-11T20:29:05.013627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:05.013660] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:05.013686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:05.013741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:05.069664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:05.070568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:05.070680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:05.070711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:05.175653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:05.175832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:05.175873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:05.175900] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:05.179257] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-12-11T20:29:05.179532] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-11T20:29:05.179668] [INFO ] [sig       ] NISN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:05.319195] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NISN.txt
[2025-12-11T20:29:05.319331] [INFO ] [sig       ] [2259/3605] Completed NISN in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-11T20:29:05.319368] [INFO ] [sig       ] [2260/3605] Forecasting NITO...
[2025-12-11T20:29:05.319395] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-11T20:29:05.319424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-11T20:29:05.330824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-11T20:29:05.331096] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-11T20:29:05.331863] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-11T20:29:05.331913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:05.331943] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:05.331969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:05.332023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:05.388230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:05.389119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:05.389208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:05.389256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:05.500815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:05.500980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:05.501019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:05.501047] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:05.504316] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-12-11T20:29:05.504594] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-11T20:29:05.504713] [INFO ] [sig       ] NITO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:05.641858] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NITO.txt
[2025-12-11T20:29:05.642014] [INFO ] [sig       ] [2260/3605] Completed NITO in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-11T20:29:05.642051] [INFO ] [sig       ] [2261/3605] Forecasting NKSH...
[2025-12-11T20:29:05.642082] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-11T20:29:05.642111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-11T20:29:05.653089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-11T20:29:05.653428] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-11T20:29:05.654195] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-11T20:29:05.654245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:05.654276] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:05.654301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:05.654356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:05.710179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:05.710883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:05.710960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:05.710991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:05.817099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:05.817266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:05.817307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:05.817334] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:05.820795] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-12-11T20:29:05.821057] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-11T20:29:05.821182] [INFO ] [sig       ] NKSH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:05.958396] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NKSH.txt
[2025-12-11T20:29:05.958549] [INFO ] [sig       ] [2261/3605] Completed NKSH in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-11T20:29:05.958608] [INFO ] [sig       ] [2262/3605] Forecasting NKTX...
[2025-12-11T20:29:05.958637] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-11T20:29:05.958666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-11T20:29:05.970015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-11T20:29:05.970314] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-11T20:29:05.971074] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-11T20:29:05.971123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:05.971155] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:05.971196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:05.971252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:06.026962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:06.027819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:06.027925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:06.027957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:06.142261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:06.142424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:06.142464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:06.142491] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:06.145763] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=32.72%)
[2025-12-11T20:29:06.146020] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-11T20:29:06.146140] [INFO ] [sig       ] NKTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:06.282643] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NKTX.txt
[2025-12-11T20:29:06.282807] [INFO ] [sig       ] [2262/3605] Completed NKTX in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-11T20:29:06.282847] [INFO ] [sig       ] [2263/3605] Forecasting NKX...
[2025-12-11T20:29:06.282875] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-11T20:29:06.282904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-11T20:29:06.295058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-11T20:29:06.295428] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-11T20:29:06.296252] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-11T20:29:06.296304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:06.296337] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:06.296363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:06.296419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:06.354343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:06.355221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:06.355305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:06.355337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:06.477275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:06.477455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:06.477510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:06.477550] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:06.482457] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=73.09%)
[2025-12-11T20:29:06.482833] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-11T20:29:06.482976] [INFO ] [sig       ] NKX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:06.622400] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NKX.txt
[2025-12-11T20:29:06.622550] [INFO ] [sig       ] [2263/3605] Completed NKX in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-11T20:29:06.622606] [INFO ] [sig       ] [2264/3605] Forecasting NLOP...
[2025-12-11T20:29:06.622636] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-11T20:29:06.622666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-11T20:29:06.633928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-11T20:29:06.634280] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-11T20:29:06.635096] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-11T20:29:06.635148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:06.635207] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:06.635236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:06.635294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:06.692698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:06.693551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:06.693655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:06.693689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:06.806692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:06.806842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:06.806882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:06.806909] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:06.810249] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-11T20:29:06.810524] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-11T20:29:06.810666] [INFO ] [sig       ] NLOP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:06.948697] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NLOP.txt
[2025-12-11T20:29:06.948830] [INFO ] [sig       ] [2264/3605] Completed NLOP in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-11T20:29:06.948868] [INFO ] [sig       ] [2265/3605] Forecasting NLY...
[2025-12-11T20:29:06.948897] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-11T20:29:06.948925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-11T20:29:06.960220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-11T20:29:06.960529] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-11T20:29:06.961354] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-11T20:29:06.961406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:06.961439] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:06.961467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:06.961523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:07.019920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:07.020688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:07.020768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:07.020803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:07.137782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:07.137946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:07.137985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:07.138013] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:07.141281] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=59.06%)
[2025-12-11T20:29:07.141542] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-11T20:29:07.141679] [INFO ] [sig       ] NLY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:07.278506] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NLY.txt
[2025-12-11T20:29:07.278654] [INFO ] [sig       ] [2265/3605] Completed NLY in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:07.278693] [INFO ] [sig       ] [2266/3605] Forecasting NMAI...
[2025-12-11T20:29:07.278723] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-11T20:29:07.278758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-11T20:29:07.290235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-11T20:29:07.290537] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-11T20:29:07.291308] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-11T20:29:07.291359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:07.291393] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:07.291420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:07.291477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:07.349057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:07.349868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:07.349950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:07.349983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:07.463507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:07.463676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:07.463715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:07.463741] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:07.466998] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-12-11T20:29:07.467257] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-11T20:29:07.467374] [INFO ] [sig       ] NMAI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:07.611231] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NMAI.txt
[2025-12-11T20:29:07.611365] [INFO ] [sig       ] [2266/3605] Completed NMAI in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:07.611404] [INFO ] [sig       ] [2267/3605] Forecasting NMCO...
[2025-12-11T20:29:07.611431] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-11T20:29:07.611461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-11T20:29:07.622760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-11T20:29:07.623081] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-11T20:29:07.623882] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-11T20:29:07.623932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:07.623962] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:07.623988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:07.624043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:07.680912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:07.681718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:07.681797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:07.681828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:07.805502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:07.805666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:07.805707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:07.805764] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:07.809479] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-11T20:29:07.809786] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-11T20:29:07.809910] [INFO ] [sig       ] NMCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:07.961155] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NMCO.txt
[2025-12-11T20:29:07.961303] [INFO ] [sig       ] [2267/3605] Completed NMCO in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:07.961341] [INFO ] [sig       ] [2268/3605] Forecasting NMFC...
[2025-12-11T20:29:07.961371] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-11T20:29:07.961399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-11T20:29:07.972676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-11T20:29:07.972991] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-11T20:29:07.973764] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-11T20:29:07.973814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:07.973845] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:07.973871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:07.973926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:08.028971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:08.029683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:08.029761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:08.029791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:08.145565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:08.145743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:08.145783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:08.145812] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:08.149367] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-11T20:29:08.149674] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-11T20:29:08.149801] [INFO ] [sig       ] NMFC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:08.291491] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NMFC.txt
[2025-12-11T20:29:08.291660] [INFO ] [sig       ] [2268/3605] Completed NMFC in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:08.291703] [INFO ] [sig       ] [2269/3605] Forecasting NMG...
[2025-12-11T20:29:08.291733] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-11T20:29:08.291763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-11T20:29:08.303120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-11T20:29:08.303406] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-11T20:29:08.304212] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-11T20:29:08.304264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:08.304296] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:08.304323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:08.304380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:08.363087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:08.363866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:08.363948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:08.363982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:08.480405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:08.480560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:08.480618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:08.480649] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:08.484085] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-12-11T20:29:08.484401] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-11T20:29:08.484525] [INFO ] [sig       ] NMG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:08.627289] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NMG.txt
[2025-12-11T20:29:08.627432] [INFO ] [sig       ] [2269/3605] Completed NMG in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:08.627470] [INFO ] [sig       ] [2270/3605] Forecasting NMI...
[2025-12-11T20:29:08.627499] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-11T20:29:08.627529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-11T20:29:08.638989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-11T20:29:08.639339] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-11T20:29:08.640122] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-11T20:29:08.640173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:08.640203] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:08.640233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:08.640288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:08.697925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:08.698826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:08.698908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:08.698942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:08.804471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:08.804642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:08.804683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:08.804710] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:08.808086] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=55.27%)
[2025-12-11T20:29:08.808391] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-11T20:29:08.808514] [INFO ] [sig       ] NMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:08.947724] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NMI.txt
[2025-12-11T20:29:08.947909] [INFO ] [sig       ] [2270/3605] Completed NMI in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:08.947953] [INFO ] [sig       ] [2271/3605] Forecasting NMIH...
[2025-12-11T20:29:08.947982] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-11T20:29:08.948009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-11T20:29:08.960096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-11T20:29:08.960470] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-11T20:29:08.961292] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-11T20:29:08.961353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:08.961388] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:08.961414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:08.961469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:09.021189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:09.022114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:09.022206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:09.022240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:09.143274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:09.143445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:09.143488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:09.143515] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:09.146832] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-11T20:29:09.147098] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-11T20:29:09.147217] [INFO ] [sig       ] NMIH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:09.282047] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NMIH.txt
[2025-12-11T20:29:09.282172] [INFO ] [sig       ] [2271/3605] Completed NMIH in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:09.282209] [INFO ] [sig       ] [2272/3605] Forecasting NMM...
[2025-12-11T20:29:09.282237] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-11T20:29:09.282265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-11T20:29:09.293686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-11T20:29:09.293998] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-11T20:29:09.294764] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-11T20:29:09.294814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:09.294845] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:09.294870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:09.294925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:09.351510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:09.352447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:09.352532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:09.352564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:09.469812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:09.469952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:09.469992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:09.470018] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:09.473338] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=61.52%)
[2025-12-11T20:29:09.473629] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-11T20:29:09.473752] [INFO ] [sig       ] NMM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:09.616595] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NMM.txt
[2025-12-11T20:29:09.616747] [INFO ] [sig       ] [2272/3605] Completed NMM in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:09.616787] [INFO ] [sig       ] [2273/3605] Forecasting NMRA...
[2025-12-11T20:29:09.616815] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-11T20:29:09.616845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-11T20:29:09.628771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-11T20:29:09.629046] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-11T20:29:09.629854] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-11T20:29:09.629906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:09.629939] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:09.629967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:09.630023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:09.688683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:09.689522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:09.689621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:09.689657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:09.811767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:09.811927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:09.811967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:09.811996] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:09.815402] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=25.35%)
[2025-12-11T20:29:09.815718] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-11T20:29:09.815862] [INFO ] [sig       ] NMRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:09.955911] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NMRA.txt
[2025-12-11T20:29:09.956066] [INFO ] [sig       ] [2273/3605] Completed NMRA in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:09.956106] [INFO ] [sig       ] [2274/3605] Forecasting NMRK...
[2025-12-11T20:29:09.956135] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-11T20:29:09.956163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-11T20:29:09.968114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-11T20:29:09.968482] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-11T20:29:09.969270] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-11T20:29:09.969322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:09.969355] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:09.969382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:09.969438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:10.030992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:10.031899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:10.032016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:10.032050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:10.155395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:10.155558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:10.155618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:10.155649] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:10.159023] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-11T20:29:10.159297] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-11T20:29:10.159416] [INFO ] [sig       ] NMRK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:10.298174] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NMRK.txt
[2025-12-11T20:29:10.298327] [INFO ] [sig       ] [2274/3605] Completed NMRK in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-11T20:29:10.298369] [INFO ] [sig       ] [2275/3605] Forecasting NN...
[2025-12-11T20:29:10.298399] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-11T20:29:10.298430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-11T20:29:10.310562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-11T20:29:10.310888] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-11T20:29:10.311709] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-11T20:29:10.311780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:10.311813] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:10.311840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:10.311895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:10.367360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:10.368049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:10.368128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:10.368160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:10.487520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:10.487688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:10.487730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:10.487758] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:10.491169] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-11T20:29:10.491430] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-11T20:29:10.491548] [INFO ] [sig       ] NN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:10.629142] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NN.txt
[2025-12-11T20:29:10.629303] [INFO ] [sig       ] [2275/3605] Completed NN in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-11T20:29:10.629342] [INFO ] [sig       ] [2276/3605] Forecasting NNDM...
[2025-12-11T20:29:10.629370] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-11T20:29:10.629399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-11T20:29:10.640804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-11T20:29:10.641138] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-11T20:29:10.641935] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-11T20:29:10.641986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:10.642016] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:10.642041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:10.642096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:10.703310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:10.704328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:10.704445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:10.704488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:10.840758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:10.840916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:10.840958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:10.840986] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:10.844355] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-11T20:29:10.844639] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-11T20:29:10.844760] [INFO ] [sig       ] NNDM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:10.985475] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NNDM.txt
[2025-12-11T20:29:10.985647] [INFO ] [sig       ] [2276/3605] Completed NNDM in 0.4s | 2.94 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-11T20:29:10.985688] [INFO ] [sig       ] [2277/3605] Forecasting NNE...
[2025-12-11T20:29:10.985715] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-11T20:29:10.985744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-11T20:29:10.997918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-11T20:29:10.998312] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-11T20:29:10.999110] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-11T20:29:10.999162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:10.999194] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:10.999221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:10.999277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:11.059054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:11.059948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:11.060029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:11.060060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:11.179746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:11.179857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:11.179893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:11.179921] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:11.183033] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-12-11T20:29:11.183292] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-11T20:29:11.183415] [INFO ] [sig       ] NNE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:11.320107] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NNE.txt
[2025-12-11T20:29:11.320238] [INFO ] [sig       ] [2277/3605] Completed NNE in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-11T20:29:11.320275] [INFO ] [sig       ] [2278/3605] Forecasting NNI...
[2025-12-11T20:29:11.320309] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-11T20:29:11.320337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-11T20:29:11.332653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-11T20:29:11.333006] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-11T20:29:11.333885] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-11T20:29:11.333937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:11.333970] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:11.333996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:11.334052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:11.398136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:11.399201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:11.399302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:11.399341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:11.517705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:11.517904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:11.517947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:11.517974] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:11.521484] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2025-12-11T20:29:11.521823] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-11T20:29:11.521960] [INFO ] [sig       ] NNI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:11.673492] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NNI.txt
[2025-12-11T20:29:11.673666] [INFO ] [sig       ] [2278/3605] Completed NNI in 0.4s | 2.94 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-11T20:29:11.673716] [INFO ] [sig       ] [2279/3605] Forecasting NNN...
[2025-12-11T20:29:11.673745] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-11T20:29:11.673774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-11T20:29:11.685380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-11T20:29:11.685714] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-11T20:29:11.686487] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-11T20:29:11.686538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:11.686588] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:11.686618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:11.686674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:11.745151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:11.746047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:11.746128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:11.746160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:11.863279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:11.863430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:11.863470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:11.863496] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:11.866846] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-11T20:29:11.867109] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-11T20:29:11.867226] [INFO ] [sig       ] NNN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:12.004466] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NNN.txt
[2025-12-11T20:29:12.004615] [INFO ] [sig       ] [2279/3605] Completed NNN in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-11T20:29:12.004656] [INFO ] [sig       ] [2280/3605] Forecasting NNOX...
[2025-12-11T20:29:12.004685] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-11T20:29:12.004713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-11T20:29:12.015882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-11T20:29:12.016168] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-11T20:29:12.016924] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-11T20:29:12.016974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:12.017005] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:12.017030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:12.017084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:12.073260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:12.073981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:12.074059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:12.074091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:12.195404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:12.195558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:12.195615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:12.195645] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:12.198925] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=80.54%)
[2025-12-11T20:29:12.199185] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-11T20:29:12.199318] [INFO ] [sig       ] NNOX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:12.334969] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NNOX.txt
[2025-12-11T20:29:12.335126] [INFO ] [sig       ] [2280/3605] Completed NNOX in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-11T20:29:12.335164] [INFO ] [sig       ] [2281/3605] Forecasting NNY...
[2025-12-11T20:29:12.335192] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-11T20:29:12.335221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-11T20:29:12.346522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-11T20:29:12.346845] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-11T20:29:12.347595] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-11T20:29:12.347646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:12.347700] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:12.347727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:12.347782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:12.404089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:12.404680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:12.404755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:12.404787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:12.509230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:12.509363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:12.509401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:12.509428] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:12.512611] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-11T20:29:12.512871] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-11T20:29:12.512988] [INFO ] [sig       ] NNY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:12.648778] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NNY.txt
[2025-12-11T20:29:12.648881] [INFO ] [sig       ] [2281/3605] Completed NNY in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-11T20:29:12.648917] [INFO ] [sig       ] [2282/3605] Forecasting NOA...
[2025-12-11T20:29:12.648945] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-11T20:29:12.648973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-11T20:29:12.660153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-11T20:29:12.660396] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-11T20:29:12.661147] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-11T20:29:12.661196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:12.661227] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:12.661252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:12.661307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:12.717380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:12.717975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:12.718048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:12.718079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:12.835487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:12.835610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:12.835662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:12.835690] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:12.838836] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-11T20:29:12.839097] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-11T20:29:12.839213] [INFO ] [sig       ] NOA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:12.976235] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NOA.txt
[2025-12-11T20:29:12.976338] [INFO ] [sig       ] [2282/3605] Completed NOA in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:12.976374] [INFO ] [sig       ] [2283/3605] Forecasting NOAH...
[2025-12-11T20:29:12.976402] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-11T20:29:12.976430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-11T20:29:12.987599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-11T20:29:12.987863] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-11T20:29:12.988611] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-11T20:29:12.988661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:12.988693] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:12.988718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:12.988773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:13.044932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:13.045495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:13.045586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:13.045620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:13.163491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:13.163618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:13.163656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:13.163683] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:13.166799] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2025-12-11T20:29:13.167056] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-11T20:29:13.167171] [INFO ] [sig       ] NOAH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:13.306174] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NOAH.txt
[2025-12-11T20:29:13.306286] [INFO ] [sig       ] [2283/3605] Completed NOAH in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:13.306325] [INFO ] [sig       ] [2284/3605] Forecasting NODK...
[2025-12-11T20:29:13.306355] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-11T20:29:13.306382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-11T20:29:13.315925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-11T20:29:13.316152] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-11T20:29:13.317027] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-11T20:29:13.317078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:13.317108] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:13.317133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:13.317188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:13.373160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:13.373746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:13.373832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:13.373863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:13.470043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:13.470130] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:29:13.470163] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:13.470218] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:13.473249] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-12-11T20:29:13.473503] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-11T20:29:13.473637] [INFO ] [sig       ] NODK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:13.609686] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NODK.txt
[2025-12-11T20:29:13.609790] [INFO ] [sig       ] [2284/3605] Completed NODK in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:13.609827] [INFO ] [sig       ] [2285/3605] Forecasting NOG...
[2025-12-11T20:29:13.609855] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-11T20:29:13.609883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-11T20:29:13.620615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-11T20:29:13.620855] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-11T20:29:13.621598] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-11T20:29:13.621648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:13.621679] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:13.621705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:13.621759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:13.677471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:13.678156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:13.678231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:13.678262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:13.792132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:13.792236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:13.792271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:13.792298] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:13.795373] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=15.58%)
[2025-12-11T20:29:13.795647] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-11T20:29:13.795763] [INFO ] [sig       ] NOG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:13.932726] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NOG.txt
[2025-12-11T20:29:13.932837] [INFO ] [sig       ] [2285/3605] Completed NOG in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:13.932875] [INFO ] [sig       ] [2286/3605] Forecasting NOMD...
[2025-12-11T20:29:13.932902] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-11T20:29:13.932930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-11T20:29:13.944167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-11T20:29:13.944420] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-11T20:29:13.945165] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-11T20:29:13.945214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:13.945255] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:13.945283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:13.945339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:14.001660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:14.002235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:14.002310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:14.002341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:14.117360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:14.117463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:14.117498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:14.117524] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:14.120667] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-11T20:29:14.120921] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-11T20:29:14.121034] [INFO ] [sig       ] NOMD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:14.257767] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NOMD.txt
[2025-12-11T20:29:14.257893] [INFO ] [sig       ] [2286/3605] Completed NOMD in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:14.257931] [INFO ] [sig       ] [2287/3605] Forecasting NOTE...
[2025-12-11T20:29:14.257958] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-11T20:29:14.257986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-11T20:29:14.269462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-11T20:29:14.269841] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-11T20:29:14.270604] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-11T20:29:14.270654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:14.270684] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:14.270710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:14.270764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:14.326632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:14.327382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:14.327460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:14.327492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:14.444640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:14.444779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:14.444816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:14.444844] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:14.448067] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-11T20:29:14.448336] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-11T20:29:14.448474] [INFO ] [sig       ] NOTE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:14.587638] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NOTE.txt
[2025-12-11T20:29:14.587794] [INFO ] [sig       ] [2287/3605] Completed NOTE in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:14.587852] [INFO ] [sig       ] [2288/3605] Forecasting NPCE...
[2025-12-11T20:29:14.587889] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-11T20:29:14.587928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-11T20:29:14.599567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-11T20:29:14.599945] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-11T20:29:14.600750] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-11T20:29:14.600801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:14.600833] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:14.600860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:14.600930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:14.663536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:14.664481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:14.664601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:14.664638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:14.784805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:14.784953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:14.784992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:14.785018] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:14.788240] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=84.07%)
[2025-12-11T20:29:14.788508] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-11T20:29:14.788650] [INFO ] [sig       ] NPCE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:14.927525] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NPCE.txt
[2025-12-11T20:29:14.927676] [INFO ] [sig       ] [2288/3605] Completed NPCE in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:14.927717] [INFO ] [sig       ] [2289/3605] Forecasting NPFD...
[2025-12-11T20:29:14.927763] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-11T20:29:14.927805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-11T20:29:14.939908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-11T20:29:14.940210] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-11T20:29:14.941019] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-11T20:29:14.941072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:14.941104] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:14.941131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:14.941189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:15.002557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:15.003188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:15.003265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:15.003297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:15.125681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:15.125809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:15.125845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:15.125873] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:15.129060] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-11T20:29:15.129323] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-11T20:29:15.129443] [INFO ] [sig       ] NPFD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:15.265074] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NPFD.txt
[2025-12-11T20:29:15.265186] [INFO ] [sig       ] [2289/3605] Completed NPFD in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:15.265224] [INFO ] [sig       ] [2290/3605] Forecasting NPK...
[2025-12-11T20:29:15.265259] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-11T20:29:15.265289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-11T20:29:15.276648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-11T20:29:15.276954] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-11T20:29:15.277762] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-11T20:29:15.277813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:15.277864] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:15.277892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:15.277948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:15.333143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:15.333930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:15.334026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:15.334069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:15.460256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:15.460406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:15.460447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:15.460476] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:15.463736] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-11T20:29:15.464007] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-11T20:29:15.464124] [INFO ] [sig       ] NPK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:15.600957] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NPK.txt
[2025-12-11T20:29:15.601077] [INFO ] [sig       ] [2290/3605] Completed NPK in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:15.601115] [INFO ] [sig       ] [2291/3605] Forecasting NPO...
[2025-12-11T20:29:15.601143] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-11T20:29:15.601171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-11T20:29:15.612446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-11T20:29:15.612718] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-11T20:29:15.613445] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-11T20:29:15.613495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:15.613526] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:15.613552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:15.613630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:15.670130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:15.670740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:15.670838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:15.670870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:15.789905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:15.790060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:15.790102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:15.790130] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:15.793726] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-11T20:29:15.794041] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-11T20:29:15.794175] [INFO ] [sig       ] NPO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:15.937619] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NPO.txt
[2025-12-11T20:29:15.937763] [INFO ] [sig       ] [2291/3605] Completed NPO in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:15.937804] [INFO ] [sig       ] [2292/3605] Forecasting NQP...
[2025-12-11T20:29:15.937848] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-11T20:29:15.937882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-11T20:29:15.950500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-11T20:29:15.950886] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-11T20:29:15.951704] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-11T20:29:15.951755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:15.951788] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:15.951813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:15.951869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:16.011803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:16.012690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:16.012775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:16.012808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:16.131567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:16.131734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:16.131774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:16.131802] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:16.135073] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-11T20:29:16.135339] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-11T20:29:16.135466] [INFO ] [sig       ] NQP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:16.291262] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NQP.txt
[2025-12-11T20:29:16.291414] [INFO ] [sig       ] [2292/3605] Completed NQP in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-11T20:29:16.291453] [INFO ] [sig       ] [2293/3605] Forecasting NRC...
[2025-12-11T20:29:16.291483] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-11T20:29:16.291512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-11T20:29:16.306255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-11T20:29:16.306674] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-11T20:29:16.307520] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-11T20:29:16.307595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:16.307640] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:16.307667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:16.307723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:16.367529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:16.368591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:16.368698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:16.368740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:16.496209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:16.496393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:16.496459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:16.496558] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:16.501796] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-12-11T20:29:16.502255] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-11T20:29:16.502442] [INFO ] [sig       ] NRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:16.711654] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NRC.txt
[2025-12-11T20:29:16.711878] [INFO ] [sig       ] [2293/3605] Completed NRC in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-11T20:29:16.711946] [INFO ] [sig       ] [2294/3605] Forecasting NRDS...
[2025-12-11T20:29:16.711995] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-11T20:29:16.712042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-11T20:29:16.729709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-11T20:29:16.730226] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-11T20:29:16.731411] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-11T20:29:16.731483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:16.731534] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:16.731604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:16.731702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:16.811921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:16.813037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:16.813172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:16.813213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:16.973010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:16.973210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:16.973274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:16.973326] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:16.978833] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-11T20:29:16.979363] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-11T20:29:16.979567] [INFO ] [sig       ] NRDS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:17.193543] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NRDS.txt
[2025-12-11T20:29:17.193798] [INFO ] [sig       ] [2294/3605] Completed NRDS in 0.5s | 2.94 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-11T20:29:17.193856] [INFO ] [sig       ] [2295/3605] Forecasting NREF...
[2025-12-11T20:29:17.193898] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-11T20:29:17.193941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-11T20:29:17.209405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-11T20:29:17.209907] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-11T20:29:17.211031] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-11T20:29:17.211100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:17.211145] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:17.211184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:17.211267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:17.292281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:17.293399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:17.293510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:17.293556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:17.423256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:17.423411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:17.423453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:17.423485] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:17.426969] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=89.21%)
[2025-12-11T20:29:17.427279] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-11T20:29:17.427410] [INFO ] [sig       ] NREF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:17.567145] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NREF.txt
[2025-12-11T20:29:17.567282] [INFO ] [sig       ] [2295/3605] Completed NREF in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-11T20:29:17.567322] [INFO ] [sig       ] [2296/3605] Forecasting NRG...
[2025-12-11T20:29:17.567350] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-11T20:29:17.567379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-11T20:29:17.582431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-11T20:29:17.583128] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-11T20:29:17.584388] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-11T20:29:17.584452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:17.584497] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:17.584539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:17.584639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:17.651865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:17.652749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:17.652832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:17.652864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:17.775322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:17.775485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:17.775528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:17.775557] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:17.779080] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-11T20:29:17.779381] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-11T20:29:17.779516] [INFO ] [sig       ] NRG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:17.917441] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NRG.txt
[2025-12-11T20:29:17.917593] [INFO ] [sig       ] [2296/3605] Completed NRG in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-11T20:29:17.917634] [INFO ] [sig       ] [2297/3605] Forecasting NRIM...
[2025-12-11T20:29:17.917662] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-11T20:29:17.917691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-11T20:29:17.932004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-11T20:29:17.932400] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-11T20:29:17.933407] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-11T20:29:17.933470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:17.933513] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:17.933551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:17.933676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:18.000865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:18.001806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:18.001891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:18.001925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:18.129159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:18.129316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:18.129359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:18.129389] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:18.132875] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-11T20:29:18.133151] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-11T20:29:18.133275] [INFO ] [sig       ] NRIM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:18.271263] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NRIM.txt
[2025-12-11T20:29:18.271422] [INFO ] [sig       ] [2297/3605] Completed NRIM in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-11T20:29:18.271462] [INFO ] [sig       ] [2298/3605] Forecasting NRIX...
[2025-12-11T20:29:18.271491] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-11T20:29:18.271520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-11T20:29:18.282769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-11T20:29:18.283060] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-11T20:29:18.283843] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-11T20:29:18.283893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:18.283950] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:18.283977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:18.284040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:18.340636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:18.341369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:18.341447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:18.341479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:18.466526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:18.466697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:18.466737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:18.466765] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:18.470021] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=77.01%)
[2025-12-11T20:29:18.470284] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-11T20:29:18.470401] [INFO ] [sig       ] NRIX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:18.609666] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NRIX.txt
[2025-12-11T20:29:18.609810] [INFO ] [sig       ] [2298/3605] Completed NRIX in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-11T20:29:18.609852] [INFO ] [sig       ] [2299/3605] Forecasting NRK...
[2025-12-11T20:29:18.609884] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-11T20:29:18.609922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-11T20:29:18.621053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-11T20:29:18.621342] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-11T20:29:18.622127] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-11T20:29:18.622190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:18.622222] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:18.622248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:18.622304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:18.680706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:18.681609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:18.681693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:18.681726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:18.798341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:18.798494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:18.798542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:18.798596] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:18.801971] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-12-11T20:29:18.802247] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-11T20:29:18.802371] [INFO ] [sig       ] NRK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:18.944039] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NRK.txt
[2025-12-11T20:29:18.944178] [INFO ] [sig       ] [2299/3605] Completed NRK in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-11T20:29:18.944217] [INFO ] [sig       ] [2300/3605] Forecasting NRP...
[2025-12-11T20:29:18.944245] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-11T20:29:18.944274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-11T20:29:18.955663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-11T20:29:18.955994] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-11T20:29:18.956839] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-11T20:29:18.956891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:18.956925] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:18.956952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:18.957010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:19.016332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:19.016993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:19.017070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:19.017103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:19.132544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:19.132707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:19.132749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:19.132777] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:19.136131] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=75.73%)
[2025-12-11T20:29:19.136400] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-11T20:29:19.136541] [INFO ] [sig       ] NRP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:19.274670] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NRP.txt
[2025-12-11T20:29:19.274811] [INFO ] [sig       ] [2300/3605] Completed NRP in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:19.274849] [INFO ] [sig       ] [2301/3605] Forecasting NRXP...
[2025-12-11T20:29:19.274877] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-11T20:29:19.274907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-11T20:29:19.285774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-11T20:29:19.286054] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-11T20:29:19.286830] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-11T20:29:19.286881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:19.286912] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:19.286937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:19.286992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:19.341945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:19.342535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:19.342628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:19.342661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:19.457030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:19.457167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:19.457204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:19.457263] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:19.460616] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=55.96%)
[2025-12-11T20:29:19.460882] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-11T20:29:19.461001] [INFO ] [sig       ] NRXP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:19.599192] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NRXP.txt
[2025-12-11T20:29:19.599309] [INFO ] [sig       ] [2301/3605] Completed NRXP in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:19.599347] [INFO ] [sig       ] [2302/3605] Forecasting NSC...
[2025-12-11T20:29:19.599376] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-11T20:29:19.599404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-11T20:29:19.610099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-11T20:29:19.610369] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-11T20:29:19.611134] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-11T20:29:19.611185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:19.611216] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:19.611243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:19.611298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:19.667607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:19.668278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:19.668355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:19.668386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:19.788899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:19.789041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:19.789078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:19.789105] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:19.792373] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=64.71%)
[2025-12-11T20:29:19.792688] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-11T20:29:19.792808] [INFO ] [sig       ] NSC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:19.931155] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NSC.txt
[2025-12-11T20:29:19.931297] [INFO ] [sig       ] [2302/3605] Completed NSC in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:19.931335] [INFO ] [sig       ] [2303/3605] Forecasting NSP...
[2025-12-11T20:29:19.931364] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-11T20:29:19.931397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-11T20:29:19.942620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-11T20:29:19.942930] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-11T20:29:19.943730] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-11T20:29:19.943781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:19.943814] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:19.943841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:19.943898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:20.000809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:20.001459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:20.001535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:20.001567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:20.120913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:20.121066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:20.121104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:20.121132] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:20.124400] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-12-11T20:29:20.124679] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-11T20:29:20.124794] [INFO ] [sig       ] NSP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:20.260885] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NSP.txt
[2025-12-11T20:29:20.261011] [INFO ] [sig       ] [2303/3605] Completed NSP in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:20.261049] [INFO ] [sig       ] [2304/3605] Forecasting NSSC...
[2025-12-11T20:29:20.261077] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-11T20:29:20.261107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-11T20:29:20.272531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-11T20:29:20.272821] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-11T20:29:20.273556] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-11T20:29:20.273623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:20.273658] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:20.273684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:20.273738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:20.329771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:20.330393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:20.330471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:20.330509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:20.450775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:20.450916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:20.450954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:20.450981] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:20.454256] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-11T20:29:20.454554] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-11T20:29:20.454708] [INFO ] [sig       ] NSSC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:20.590971] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NSSC.txt
[2025-12-11T20:29:20.591095] [INFO ] [sig       ] [2304/3605] Completed NSSC in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:20.591131] [INFO ] [sig       ] [2305/3605] Forecasting NTAP...
[2025-12-11T20:29:20.591160] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-11T20:29:20.591189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-11T20:29:20.602049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-11T20:29:20.602316] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-11T20:29:20.603110] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-11T20:29:20.603160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:20.603191] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:20.603217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:20.603271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:20.660137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:20.660890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:20.660966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:20.660998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:20.781757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:20.781907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:20.781946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:20.781973] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:20.785206] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-11T20:29:20.785466] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-11T20:29:20.785602] [INFO ] [sig       ] NTAP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:20.923387] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NTAP.txt
[2025-12-11T20:29:20.923518] [INFO ] [sig       ] [2305/3605] Completed NTAP in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:20.923557] [INFO ] [sig       ] [2306/3605] Forecasting NTB...
[2025-12-11T20:29:20.923604] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-11T20:29:20.923634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-11T20:29:20.936175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-11T20:29:20.936542] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-11T20:29:20.937357] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-11T20:29:20.937409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:20.937439] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:20.937465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:20.937524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:20.993181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:20.993817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:20.993896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:20.993927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:21.110886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:21.111022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:21.111078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:21.111108] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:21.114405] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-12-11T20:29:21.114697] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-11T20:29:21.114822] [INFO ] [sig       ] NTB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:21.250060] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NTB.txt
[2025-12-11T20:29:21.250183] [INFO ] [sig       ] [2306/3605] Completed NTB in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:21.250220] [INFO ] [sig       ] [2307/3605] Forecasting NTES...
[2025-12-11T20:29:21.250248] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-11T20:29:21.250277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-11T20:29:21.262274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-11T20:29:21.262711] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-11T20:29:21.263704] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-11T20:29:21.263758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:21.263789] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:21.263814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:21.263869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:21.320052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:21.320772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:21.320855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:21.320886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:21.441885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:21.442052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:21.442093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:21.442120] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:21.445597] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-11T20:29:21.445878] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-11T20:29:21.446001] [INFO ] [sig       ] NTES: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:21.595110] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NTES.txt
[2025-12-11T20:29:21.595242] [INFO ] [sig       ] [2307/3605] Completed NTES in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:21.595280] [INFO ] [sig       ] [2308/3605] Forecasting NTIC...
[2025-12-11T20:29:21.595308] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-11T20:29:21.595337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-11T20:29:21.606920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-11T20:29:21.607258] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-11T20:29:21.608044] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-11T20:29:21.608094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:21.608124] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:21.608150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:21.608204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:21.663889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:21.664556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:21.664674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:21.664706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:21.775036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:21.775195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:21.775235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:21.775262] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:21.778589] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2025-12-11T20:29:21.778868] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-11T20:29:21.778992] [INFO ] [sig       ] NTIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:21.924135] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NTIC.txt
[2025-12-11T20:29:21.924286] [INFO ] [sig       ] [2308/3605] Completed NTIC in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:21.924325] [INFO ] [sig       ] [2309/3605] Forecasting NTLA...
[2025-12-11T20:29:21.924357] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-11T20:29:21.924386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-11T20:29:21.935950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-11T20:29:21.936243] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-11T20:29:21.937038] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-11T20:29:21.937089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:21.937129] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:21.937163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:21.937221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:21.995277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:21.996019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:21.996101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:21.996133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:22.118712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:22.118867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:22.118907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:22.118935] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:22.122314] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=44.17%)
[2025-12-11T20:29:22.122602] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-11T20:29:22.122726] [INFO ] [sig       ] NTLA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:22.260232] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NTLA.txt
[2025-12-11T20:29:22.260370] [INFO ] [sig       ] [2309/3605] Completed NTLA in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-11T20:29:22.260410] [INFO ] [sig       ] [2310/3605] Forecasting NTNX...
[2025-12-11T20:29:22.260440] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-11T20:29:22.260469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-11T20:29:22.271627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-11T20:29:22.271928] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-11T20:29:22.272687] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-11T20:29:22.272736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:22.272778] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:22.272805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:22.272860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:22.328609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:22.329358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:22.329437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:22.329469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:22.447624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:22.447763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:22.447800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:22.447847] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:22.451187] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-11T20:29:22.451448] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-11T20:29:22.451566] [INFO ] [sig       ] NTNX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:22.593015] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NTNX.txt
[2025-12-11T20:29:22.593153] [INFO ] [sig       ] [2310/3605] Completed NTNX in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-11T20:29:22.593194] [INFO ] [sig       ] [2311/3605] Forecasting NTRA...
[2025-12-11T20:29:22.593222] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-11T20:29:22.593250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-11T20:29:22.605320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-11T20:29:22.605654] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-11T20:29:22.606417] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-11T20:29:22.606468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:22.606500] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:22.606525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:22.606597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:22.663075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:22.663814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:22.663916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:22.663953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:22.783843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:22.784005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:22.784046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:22.784075] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:22.787425] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-11T20:29:22.787707] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-11T20:29:22.787825] [INFO ] [sig       ] NTRA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:22.925930] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NTRA.txt
[2025-12-11T20:29:22.926084] [INFO ] [sig       ] [2311/3605] Completed NTRA in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-11T20:29:22.926124] [INFO ] [sig       ] [2312/3605] Forecasting NTRB...
[2025-12-11T20:29:22.926151] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-11T20:29:22.926181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-11T20:29:22.937794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-11T20:29:22.938231] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-11T20:29:22.939032] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-11T20:29:22.939082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:22.939113] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:22.939139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:22.939195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:22.995559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:22.996472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:22.996555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:22.996607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:23.113326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:23.113493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:23.113532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:23.113558] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:23.116858] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2025-12-11T20:29:23.117119] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-11T20:29:23.117235] [INFO ] [sig       ] NTRB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:23.254184] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NTRB.txt
[2025-12-11T20:29:23.254305] [INFO ] [sig       ] [2312/3605] Completed NTRB in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-11T20:29:23.254342] [INFO ] [sig       ] [2313/3605] Forecasting NTRS...
[2025-12-11T20:29:23.254371] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-11T20:29:23.254400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-11T20:29:23.266653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-11T20:29:23.267052] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-11T20:29:23.267947] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-11T20:29:23.268000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:23.268033] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:23.268060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:23.268117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:23.326239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:23.327159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:23.327246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:23.327278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:23.443686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:23.443841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:23.443881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:23.443910] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:23.447244] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-12-11T20:29:23.447516] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-11T20:29:23.447655] [INFO ] [sig       ] NTRS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:23.594462] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NTRS.txt
[2025-12-11T20:29:23.594608] [INFO ] [sig       ] [2313/3605] Completed NTRS in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-11T20:29:23.594655] [INFO ] [sig       ] [2314/3605] Forecasting NTRSO...
[2025-12-11T20:29:23.594684] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-11T20:29:23.594717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-11T20:29:23.607134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-11T20:29:23.607603] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-11T20:29:23.608450] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-11T20:29:23.608501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:23.608541] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:23.608568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:23.608662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:23.666220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:23.667117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:23.667205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:23.667237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:23.784647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:23.784787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:23.784825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:23.784854] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:23.788091] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2025-12-11T20:29:23.788352] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-11T20:29:23.788471] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:23.955660] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NTRSO.txt
[2025-12-11T20:29:23.955809] [INFO ] [sig       ] [2314/3605] Completed NTRSO in 0.4s | 2.94 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-11T20:29:23.955848] [INFO ] [sig       ] [2315/3605] Forecasting NUKK...
[2025-12-11T20:29:23.955878] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-11T20:29:23.955915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-11T20:29:23.968015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-11T20:29:23.968371] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-11T20:29:23.969212] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-11T20:29:23.969265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:23.969325] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:23.969354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:23.969411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:24.028501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:24.029253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:24.029334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:24.029368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:24.150136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:24.150286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:24.150328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:24.150356] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:24.153722] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=70.75%)
[2025-12-11T20:29:24.153992] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-11T20:29:24.154130] [INFO ] [sig       ] NUKK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:24.304050] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NUKK.txt
[2025-12-11T20:29:24.304261] [INFO ] [sig       ] [2315/3605] Completed NUKK in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-11T20:29:24.304303] [INFO ] [sig       ] [2316/3605] Forecasting NUS...
[2025-12-11T20:29:24.304332] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-11T20:29:24.304360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-11T20:29:24.317314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-11T20:29:24.317766] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-11T20:29:24.318675] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-11T20:29:24.318729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:24.318761] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:24.318788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:24.319028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:24.377551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:24.378683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:24.378789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:24.378833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:24.508082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:24.508251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:24.508293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:24.508320] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:24.511895] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-11T20:29:24.512265] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-11T20:29:24.512408] [INFO ] [sig       ] NUS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:24.663791] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NUS.txt
[2025-12-11T20:29:24.663985] [INFO ] [sig       ] [2316/3605] Completed NUS in 0.4s | 2.94 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-11T20:29:24.664041] [INFO ] [sig       ] [2317/3605] Forecasting NUTX...
[2025-12-11T20:29:24.664079] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-11T20:29:24.664118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-11T20:29:24.676315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-11T20:29:24.676706] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-11T20:29:24.677508] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-11T20:29:24.677560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:24.677625] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:24.677655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:24.677713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:24.744415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:24.745360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:24.745450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:24.745482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:24.862808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:24.862959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:24.863017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:24.863045] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:24.866339] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-12-11T20:29:24.866639] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-11T20:29:24.866765] [INFO ] [sig       ] NUTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:25.011892] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NUTX.txt
[2025-12-11T20:29:25.012055] [INFO ] [sig       ] [2317/3605] Completed NUTX in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:25.012096] [INFO ] [sig       ] [2318/3605] Forecasting NUVB...
[2025-12-11T20:29:25.012124] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-11T20:29:25.012153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-11T20:29:25.024078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-11T20:29:25.024436] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-11T20:29:25.025283] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-11T20:29:25.025336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:25.025367] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:25.025392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:25.025448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:25.084523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:25.085396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:25.085478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:25.085512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:25.207466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:25.207642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:25.207701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:25.207757] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:25.211195] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-11T20:29:25.211472] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-11T20:29:25.211615] [INFO ] [sig       ] NUVB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:25.354822] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NUVB.txt
[2025-12-11T20:29:25.354967] [INFO ] [sig       ] [2318/3605] Completed NUVB in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:25.355005] [INFO ] [sig       ] [2319/3605] Forecasting NUVL...
[2025-12-11T20:29:25.355033] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-11T20:29:25.355062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-11T20:29:25.366009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-11T20:29:25.366293] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-11T20:29:25.367053] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-11T20:29:25.367103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:25.367135] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:25.367161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:25.367216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:25.423278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:25.424059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:25.424151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:25.424183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:25.544297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:25.544448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:25.544488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:25.544517] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:25.547855] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=28.85%)
[2025-12-11T20:29:25.548117] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-11T20:29:25.548235] [INFO ] [sig       ] NUVL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:25.690416] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NUVL.txt
[2025-12-11T20:29:25.690542] [INFO ] [sig       ] [2319/3605] Completed NUVL in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:25.690604] [INFO ] [sig       ] [2320/3605] Forecasting NUWE...
[2025-12-11T20:29:25.690641] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-11T20:29:25.690676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-11T20:29:25.705053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-11T20:29:25.705480] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-11T20:29:25.706474] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-11T20:29:25.706534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:25.706592] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:25.706634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:25.706714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:25.771280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:25.772136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:25.772221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:25.772253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:25.894360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:25.894513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:25.894554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:25.894604] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:25.898183] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-12-11T20:29:25.898512] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-11T20:29:25.898701] [INFO ] [sig       ] NUWE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:26.045425] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NUWE.txt
[2025-12-11T20:29:26.045588] [INFO ] [sig       ] [2320/3605] Completed NUWE in 0.4s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:26.045632] [INFO ] [sig       ] [2321/3605] Forecasting NVAX...
[2025-12-11T20:29:26.045663] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-11T20:29:26.045693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-11T20:29:26.057752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-11T20:29:26.058192] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-11T20:29:26.059014] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-11T20:29:26.059064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:26.059109] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:26.059136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:26.059195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:26.117729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:26.118639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:26.118736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:26.118772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:26.245349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:26.245505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:26.245547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:26.245597] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:26.248982] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=27.10%)
[2025-12-11T20:29:26.249252] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-11T20:29:26.249372] [INFO ] [sig       ] NVAX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:26.386781] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NVAX.txt
[2025-12-11T20:29:26.386900] [INFO ] [sig       ] [2321/3605] Completed NVAX in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:26.386938] [INFO ] [sig       ] [2322/3605] Forecasting NVD...
[2025-12-11T20:29:26.386966] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-11T20:29:26.386995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-11T20:29:26.399188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-11T20:29:26.399532] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-11T20:29:26.400400] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-11T20:29:26.400453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:26.400486] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:26.400512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:26.400567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:26.459976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:26.460837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:26.460918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:26.460951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:26.579145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:26.579298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:26.579339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:26.579367] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:26.582862] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-11T20:29:26.583144] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-11T20:29:26.583272] [INFO ] [sig       ] NVD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:26.721204] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NVD.txt
[2025-12-11T20:29:26.721342] [INFO ] [sig       ] [2322/3605] Completed NVD in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:26.721381] [INFO ] [sig       ] [2323/3605] Forecasting NVDA...
[2025-12-11T20:29:26.721410] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-11T20:29:26.721438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-11T20:29:26.733315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-11T20:29:26.733664] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-11T20:29:26.734416] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-11T20:29:26.734467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:26.734497] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:26.734522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:26.734599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:26.791885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:26.792723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:26.792806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:26.792839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:26.921664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:26.921830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:26.921884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:26.921927] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:26.925834] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-11T20:29:26.926164] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-11T20:29:26.926314] [INFO ] [sig       ] NVDA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:27.072642] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NVDA.txt
[2025-12-11T20:29:27.072790] [INFO ] [sig       ] [2323/3605] Completed NVDA in 0.4s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:27.072830] [INFO ] [sig       ] [2324/3605] Forecasting NVDD...
[2025-12-11T20:29:27.072859] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-11T20:29:27.072887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-11T20:29:27.084638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-11T20:29:27.084965] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-11T20:29:27.085800] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-11T20:29:27.085852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:27.085887] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:27.085922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:27.085978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:27.145240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:27.146091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:27.146176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:27.146212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:27.272685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:27.272834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:27.272874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:27.272901] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:27.276320] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-11T20:29:27.276608] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-11T20:29:27.276735] [INFO ] [sig       ] NVDD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:27.418493] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NVDD.txt
[2025-12-11T20:29:27.418656] [INFO ] [sig       ] [2324/3605] Completed NVDD in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:27.418698] [INFO ] [sig       ] [2325/3605] Forecasting NVDL...
[2025-12-11T20:29:27.418733] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-11T20:29:27.418763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-11T20:29:27.430339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-11T20:29:27.430681] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-11T20:29:27.431425] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-11T20:29:27.431474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:27.431504] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:27.431530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:27.431603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:27.493737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:27.494623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:27.494755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:27.494789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:27.619206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:27.619370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:27.619413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:27.619442] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:27.622894] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-11T20:29:27.623172] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-11T20:29:27.623301] [INFO ] [sig       ] NVDL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:27.758480] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NVDL.txt
[2025-12-11T20:29:27.758604] [INFO ] [sig       ] [2325/3605] Completed NVDL in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:27.758644] [INFO ] [sig       ] [2326/3605] Forecasting NVDS...
[2025-12-11T20:29:27.758673] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-11T20:29:27.758710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-11T20:29:27.770450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-11T20:29:27.770842] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-11T20:29:27.771653] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-11T20:29:27.771708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:27.771740] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:27.771766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:27.771822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:27.828878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:27.829789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:27.829876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:27.829909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:27.947701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:27.947884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:27.947936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:27.947967] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:27.951440] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-11T20:29:27.951735] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-11T20:29:27.951861] [INFO ] [sig       ] NVDS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:28.088470] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NVDS.txt
[2025-12-11T20:29:28.088636] [INFO ] [sig       ] [2326/3605] Completed NVDS in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:28.088678] [INFO ] [sig       ] [2327/3605] Forecasting NVEC...
[2025-12-11T20:29:28.088710] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-11T20:29:28.088739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-11T20:29:28.100088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-11T20:29:28.100397] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-11T20:29:28.101203] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-11T20:29:28.101254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:28.101285] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:28.101312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:28.101368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:28.159675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:28.160368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:28.160448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:28.160480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:28.273971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:28.274105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:28.274142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:28.274169] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:28.277371] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=55.64%)
[2025-12-11T20:29:28.277646] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-11T20:29:28.277763] [INFO ] [sig       ] NVEC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:28.414541] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NVEC.txt
[2025-12-11T20:29:28.414688] [INFO ] [sig       ] [2327/3605] Completed NVEC in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-11T20:29:28.414724] [INFO ] [sig       ] [2328/3605] Forecasting NVG...
[2025-12-11T20:29:28.414753] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-11T20:29:28.414782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-11T20:29:28.425936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-11T20:29:28.426191] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-11T20:29:28.426949] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-11T20:29:28.426998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:28.427029] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:28.427054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:28.427107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:28.482748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:28.483340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:28.483413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:28.483445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:28.605985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:28.606138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:28.606180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:28.606225] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:28.609568] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-12-11T20:29:28.609904] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-11T20:29:28.610029] [INFO ] [sig       ] NVG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:28.758744] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NVG.txt
[2025-12-11T20:29:28.758904] [INFO ] [sig       ] [2328/3605] Completed NVG in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-11T20:29:28.758941] [INFO ] [sig       ] [2329/3605] Forecasting NVGS...
[2025-12-11T20:29:28.758971] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-11T20:29:28.759000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-11T20:29:28.769977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-11T20:29:28.770244] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-11T20:29:28.771006] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-11T20:29:28.771056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:28.771087] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:28.771113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:28.771168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:28.832056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:28.832884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:28.832967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:28.833001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:28.957186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:28.957340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:28.957386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:28.957420] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:28.960991] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-11T20:29:28.961273] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-11T20:29:28.961397] [INFO ] [sig       ] NVGS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:29.111968] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NVGS.txt
[2025-12-11T20:29:29.112107] [INFO ] [sig       ] [2329/3605] Completed NVGS in 0.4s | 2.94 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-11T20:29:29.112145] [INFO ] [sig       ] [2330/3605] Forecasting NVMI...
[2025-12-11T20:29:29.112174] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-11T20:29:29.112204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-11T20:29:29.123322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-11T20:29:29.123606] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-11T20:29:29.124373] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-11T20:29:29.124422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:29.124453] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:29.124479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:29.124535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:29.182056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:29.182886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:29.182968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:29.183042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:29.297641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:29.297791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:29.297839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:29.297868] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:29.301145] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=53.99%)
[2025-12-11T20:29:29.301412] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-11T20:29:29.301529] [INFO ] [sig       ] NVMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:29.446528] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NVMI.txt
[2025-12-11T20:29:29.446674] [INFO ] [sig       ] [2330/3605] Completed NVMI in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-11T20:29:29.446713] [INFO ] [sig       ] [2331/3605] Forecasting NVO...
[2025-12-11T20:29:29.446741] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-11T20:29:29.446770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-11T20:29:29.457886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-11T20:29:29.458184] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-11T20:29:29.458974] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-11T20:29:29.459024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:29.459056] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:29.459081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:29.459135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:29.515303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:29.516142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:29.516227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:29.516261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:29.637806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:29.637980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:29.638020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:29.638048] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:29.641465] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=31.75%)
[2025-12-11T20:29:29.641755] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-11T20:29:29.641882] [INFO ] [sig       ] NVO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:29.779128] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NVO.txt
[2025-12-11T20:29:29.779261] [INFO ] [sig       ] [2331/3605] Completed NVO in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-11T20:29:29.779298] [INFO ] [sig       ] [2332/3605] Forecasting NVRI...
[2025-12-11T20:29:29.779328] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-11T20:29:29.779357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-11T20:29:29.790699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-11T20:29:29.791028] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-11T20:29:29.791796] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-11T20:29:29.791846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:29.791901] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:29.791941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:29.792000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:29.848013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:29.848753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:29.848846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:29.848885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:29.971104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:29.971256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:29.971298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:29.971326] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:29.974623] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-11T20:29:29.974889] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-11T20:29:29.975007] [INFO ] [sig       ] NVRI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:30.110504] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NVRI.txt
[2025-12-11T20:29:30.110646] [INFO ] [sig       ] [2332/3605] Completed NVRI in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-11T20:29:30.110685] [INFO ] [sig       ] [2333/3605] Forecasting NVS...
[2025-12-11T20:29:30.110714] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-11T20:29:30.110743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-11T20:29:30.122025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-11T20:29:30.122303] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-11T20:29:30.123067] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-11T20:29:30.123116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:30.123147] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:30.123173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:30.123227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:30.179034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:30.179829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:30.179906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:30.179939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:30.300990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:30.301127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:30.301168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:30.301198] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:30.304556] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-12-11T20:29:30.304842] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-11T20:29:30.304965] [INFO ] [sig       ] NVS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:30.449109] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NVS.txt
[2025-12-11T20:29:30.449235] [INFO ] [sig       ] [2333/3605] Completed NVS in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-11T20:29:30.449271] [INFO ] [sig       ] [2334/3605] Forecasting NVTS...
[2025-12-11T20:29:30.449301] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-11T20:29:30.449329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-11T20:29:30.460443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-11T20:29:30.460733] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-11T20:29:30.461484] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-11T20:29:30.461533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:30.461564] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:30.461611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:30.461666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:30.516904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:30.517511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:30.517604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:30.517638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:30.629272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:30.629377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:30.629414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:30.629441] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:30.632613] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-12-11T20:29:30.632875] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-11T20:29:30.632991] [INFO ] [sig       ] NVTS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:30.770697] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NVTS.txt
[2025-12-11T20:29:30.770822] [INFO ] [sig       ] [2334/3605] Completed NVTS in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-11T20:29:30.770859] [INFO ] [sig       ] [2335/3605] Forecasting NVX...
[2025-12-11T20:29:30.770887] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-11T20:29:30.770916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-11T20:29:30.782296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-11T20:29:30.782550] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-11T20:29:30.783312] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-11T20:29:30.783361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:30.783392] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:30.783417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:30.783472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:30.839979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:30.840603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:30.840679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:30.840710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:30.958945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:30.959044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:30.959079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:30.959136] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:30.962260] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-12-11T20:29:30.962521] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-11T20:29:30.962658] [INFO ] [sig       ] NVX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:31.102742] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NVX.txt
[2025-12-11T20:29:31.102863] [INFO ] [sig       ] [2335/3605] Completed NVX in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:31.102900] [INFO ] [sig       ] [2336/3605] Forecasting NWBI...
[2025-12-11T20:29:31.102927] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-11T20:29:31.102963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-11T20:29:31.114049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-11T20:29:31.114296] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-11T20:29:31.115046] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-11T20:29:31.115095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:31.115125] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:31.115150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:31.115205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:31.170555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:31.171176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:31.171253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:31.171283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:31.285494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:31.285618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:31.285656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:31.285682] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:31.288826] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-11T20:29:31.289081] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-11T20:29:31.289197] [INFO ] [sig       ] NWBI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:31.425106] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NWBI.txt
[2025-12-11T20:29:31.425208] [INFO ] [sig       ] [2336/3605] Completed NWBI in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:31.425243] [INFO ] [sig       ] [2337/3605] Forecasting NWE...
[2025-12-11T20:29:31.425271] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-11T20:29:31.425299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-11T20:29:31.435992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-11T20:29:31.436249] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-11T20:29:31.437013] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-11T20:29:31.437061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:31.437091] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:31.437117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:31.437173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:31.493470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:31.494049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:31.494124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:31.494154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:31.611253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:31.611346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:31.611379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:31.611407] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:31.614415] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=15.82%)
[2025-12-11T20:29:31.614687] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-11T20:29:31.614807] [INFO ] [sig       ] NWE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:31.750906] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NWE.txt
[2025-12-11T20:29:31.751013] [INFO ] [sig       ] [2337/3605] Completed NWE in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:31.751049] [INFO ] [sig       ] [2338/3605] Forecasting NWFL...
[2025-12-11T20:29:31.751078] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-11T20:29:31.751107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-11T20:29:31.761912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-11T20:29:31.762205] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-11T20:29:31.762956] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-11T20:29:31.763005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:31.763035] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:31.763061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:31.763115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:31.822496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:31.823137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:31.823217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:31.823250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:31.925848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:31.925933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:31.925967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:31.925993] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:31.928974] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-11T20:29:31.929222] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-11T20:29:31.929335] [INFO ] [sig       ] NWFL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:32.065072] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NWFL.txt
[2025-12-11T20:29:32.065179] [INFO ] [sig       ] [2338/3605] Completed NWFL in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:32.065222] [INFO ] [sig       ] [2339/3605] Forecasting NWG...
[2025-12-11T20:29:32.065252] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-11T20:29:32.065280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-11T20:29:32.076740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-11T20:29:32.077001] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-11T20:29:32.077755] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-11T20:29:32.077808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:32.077870] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:32.077897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:32.077952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:32.134282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:32.134888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:32.134962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:32.134992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:32.250889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:32.250989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:32.251023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:32.251050] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:32.254136] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=57.80%)
[2025-12-11T20:29:32.254390] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-11T20:29:32.254504] [INFO ] [sig       ] NWG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:32.390302] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NWG.txt
[2025-12-11T20:29:32.390404] [INFO ] [sig       ] [2339/3605] Completed NWG in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:32.390441] [INFO ] [sig       ] [2340/3605] Forecasting NWL...
[2025-12-11T20:29:32.390468] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-11T20:29:32.390496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-11T20:29:32.401247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-11T20:29:32.401496] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-11T20:29:32.402239] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-11T20:29:32.402288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:32.402319] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:32.402344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:32.402399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:32.459498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:32.460085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:32.460160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:32.460191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:32.583023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:32.583136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:32.583182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:32.583211] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:32.586471] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-11T20:29:32.586766] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-11T20:29:32.586892] [INFO ] [sig       ] NWL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:32.723925] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NWL.txt
[2025-12-11T20:29:32.724029] [INFO ] [sig       ] [2340/3605] Completed NWL in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:32.724066] [INFO ] [sig       ] [2341/3605] Forecasting NWPX...
[2025-12-11T20:29:32.724093] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-11T20:29:32.724121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-11T20:29:32.735133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-11T20:29:32.735391] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-11T20:29:32.736182] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-11T20:29:32.736232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:32.736262] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:32.736287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:32.736342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:32.791699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:32.792263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:32.792337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:32.792368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:32.913044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:32.913155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:32.913192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:32.913219] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:32.916260] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-11T20:29:32.916515] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-11T20:29:32.916647] [INFO ] [sig       ] NWPX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:33.051890] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NWPX.txt
[2025-12-11T20:29:33.052001] [INFO ] [sig       ] [2341/3605] Completed NWPX in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:33.052037] [INFO ] [sig       ] [2342/3605] Forecasting NWS...
[2025-12-11T20:29:33.052066] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-11T20:29:33.052094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-11T20:29:33.063009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-11T20:29:33.063286] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-11T20:29:33.064065] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-11T20:29:33.064116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:33.064146] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:33.064172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:33.064227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:33.120244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:33.120846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:33.120945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:33.120977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:33.242718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:33.242880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:33.242922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:33.242950] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:33.246346] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=64.75%)
[2025-12-11T20:29:33.246656] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-11T20:29:33.246780] [INFO ] [sig       ] NWS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:33.383142] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NWS.txt
[2025-12-11T20:29:33.383282] [INFO ] [sig       ] [2342/3605] Completed NWS in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:33.383320] [INFO ] [sig       ] [2343/3605] Forecasting NWSA...
[2025-12-11T20:29:33.383350] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-11T20:29:33.383380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-11T20:29:33.394855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-11T20:29:33.395116] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-11T20:29:33.395890] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-11T20:29:33.395940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:33.395971] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:33.395996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:33.396049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:33.454937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:33.455606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:33.455683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:33.455713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:33.572354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:33.572456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:33.572491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:33.572518] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:33.575662] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-11T20:29:33.575922] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-11T20:29:33.576037] [INFO ] [sig       ] NWSA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:33.712506] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NWSA.txt
[2025-12-11T20:29:33.712625] [INFO ] [sig       ] [2343/3605] Completed NWSA in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:33.712664] [INFO ] [sig       ] [2344/3605] Forecasting NX...
[2025-12-11T20:29:33.712692] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-11T20:29:33.712720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-11T20:29:33.724050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-11T20:29:33.724306] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-11T20:29:33.725057] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-11T20:29:33.725107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:33.725138] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:33.725164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:33.725220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:33.781482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:33.782075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:33.782151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:33.782182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:33.902229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:33.902336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:33.902371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:33.902398] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:33.905477] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-11T20:29:33.905751] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-11T20:29:33.905869] [INFO ] [sig       ] NX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:34.043298] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NX.txt
[2025-12-11T20:29:34.043403] [INFO ] [sig       ] [2344/3605] Completed NX in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-11T20:29:34.043439] [INFO ] [sig       ] [2345/3605] Forecasting NXC...
[2025-12-11T20:29:34.043467] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-11T20:29:34.043495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-11T20:29:34.054736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-11T20:29:34.055030] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-11T20:29:34.055778] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-11T20:29:34.055827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:34.055873] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:34.055900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:34.055955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:34.112078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:34.112661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:34.112735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:34.112766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:34.216831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:34.216938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:34.216973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:34.217000] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:34.220295] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-11T20:29:34.220548] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-11T20:29:34.220681] [INFO ] [sig       ] NXC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:34.358955] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NXC.txt
[2025-12-11T20:29:34.359092] [INFO ] [sig       ] [2345/3605] Completed NXC in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-11T20:29:34.359131] [INFO ] [sig       ] [2346/3605] Forecasting NXE...
[2025-12-11T20:29:34.359159] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-11T20:29:34.359187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-11T20:29:34.370233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-11T20:29:34.370513] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-11T20:29:34.371272] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-11T20:29:34.371322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:34.371353] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:34.371379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:34.371434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:34.428184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:34.428780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:34.428861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:34.428901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:34.548407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:34.548502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:34.548536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:34.548562] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:34.552049] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-11T20:29:34.552308] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-11T20:29:34.552423] [INFO ] [sig       ] NXE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:34.691747] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NXE.txt
[2025-12-11T20:29:34.691849] [INFO ] [sig       ] [2346/3605] Completed NXE in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-11T20:29:34.691885] [INFO ] [sig       ] [2347/3605] Forecasting NXG...
[2025-12-11T20:29:34.691912] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-11T20:29:34.691939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-11T20:29:34.702943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-11T20:29:34.703212] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-11T20:29:34.704048] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-11T20:29:34.704097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:34.704128] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:34.704153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:34.704208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:34.760266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:34.760862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:34.760943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:34.760976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:34.877408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:34.877498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:34.877532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:34.877558] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:34.880711] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=63.94%)
[2025-12-11T20:29:34.880967] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-11T20:29:34.881084] [INFO ] [sig       ] NXG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:35.018181] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NXG.txt
[2025-12-11T20:29:35.018283] [INFO ] [sig       ] [2347/3605] Completed NXG in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-11T20:29:35.018319] [INFO ] [sig       ] [2348/3605] Forecasting NXGL...
[2025-12-11T20:29:35.018346] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-11T20:29:35.018374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-11T20:29:35.029759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-11T20:29:35.030070] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-11T20:29:35.030850] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-11T20:29:35.030900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:35.030932] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:35.030959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:35.031015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:35.086699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:35.087282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:35.087361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:35.087392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:35.202019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:35.202163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:35.202201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:35.202229] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:35.205487] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=53.05%)
[2025-12-11T20:29:35.205768] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-11T20:29:35.205884] [INFO ] [sig       ] NXGL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:35.347172] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/NXGL.txt
[2025-12-11T20:29:35.347296] [INFO ] [sig       ] [2348/3605] Completed NXGL in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-11T20:29:35.347341] [INFO ] [sig       ] [2349/3605] Forecasting NXP...
[2025-12-11T20:29:35.347369] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-11T20:29:35.347397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-11T20:29:35.358782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-11T20:29:35.359046] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-11T20:29:35.359824] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-11T20:29:35.359885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:35.359952] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:35.359985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:35.360046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:35.417564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:35.418258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:35.418332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:35.418364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:35.536075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:35.536180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:35.536215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:35.536241] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:35.539377] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=31.93%)
[2025-12-11T20:29:35.539653] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-11T20:29:35.539772] [INFO ] [sig       ] NXP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:35.679096] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NXP.txt
[2025-12-11T20:29:35.679218] [INFO ] [sig       ] [2349/3605] Completed NXP in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-11T20:29:35.679255] [INFO ] [sig       ] [2350/3605] Forecasting NXPI...
[2025-12-11T20:29:35.679283] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-11T20:29:35.679312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-11T20:29:35.690255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-11T20:29:35.690530] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-11T20:29:35.691279] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-11T20:29:35.691328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:35.691358] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:35.691384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:35.691438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:35.748415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:35.749017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:35.749091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:35.749122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:35.869932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:35.870049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:35.870084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:35.870111] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:35.873197] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-11T20:29:35.873450] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-11T20:29:35.873596] [INFO ] [sig       ] NXPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:36.009718] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NXPI.txt
[2025-12-11T20:29:36.009822] [INFO ] [sig       ] [2350/3605] Completed NXPI in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-11T20:29:36.009859] [INFO ] [sig       ] [2351/3605] Forecasting NYXH...
[2025-12-11T20:29:36.009886] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-11T20:29:36.009913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-11T20:29:36.020905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-11T20:29:36.021183] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-11T20:29:36.022005] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-11T20:29:36.022057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:36.022089] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:36.022116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:36.022171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:36.081333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:36.081942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:36.082018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:36.082051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:36.194546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:36.194680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:36.194716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:36.194742] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:36.197870] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: DOWN (p=44.13%)
[2025-12-11T20:29:36.198128] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-11T20:29:36.198242] [INFO ] [sig       ] NYXH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:36.335007] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NYXH.txt
[2025-12-11T20:29:36.335114] [INFO ] [sig       ] [2351/3605] Completed NYXH in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-11T20:29:36.335150] [INFO ] [sig       ] [2352/3605] Forecasting NZF...
[2025-12-11T20:29:36.335178] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-11T20:29:36.335205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-11T20:29:36.346604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-11T20:29:36.346870] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-11T20:29:36.347633] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-11T20:29:36.347682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:36.347713] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:36.347738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:36.347793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:36.404013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:36.404599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:36.404673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:36.404704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:36.525092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:36.525196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:36.525230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:36.525299] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:36.528445] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2025-12-11T20:29:36.528722] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-11T20:29:36.528841] [INFO ] [sig       ] NZF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:36.664376] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/NZF.txt
[2025-12-11T20:29:36.664480] [INFO ] [sig       ] [2352/3605] Completed NZF in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-11T20:29:36.664515] [INFO ] [sig       ] [2353/3605] Forecasting OABI...
[2025-12-11T20:29:36.664543] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-11T20:29:36.664587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-11T20:29:36.675696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-11T20:29:36.675958] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-11T20:29:36.676740] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-11T20:29:36.676790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:36.676819] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:36.676844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:36.676899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:36.732486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:36.733078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:36.733153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:36.733184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:36.852673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:36.852781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:36.852817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:36.852843] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:36.855987] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-11T20:29:36.856242] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-11T20:29:36.856358] [INFO ] [sig       ] OABI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:36.995886] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OABI.txt
[2025-12-11T20:29:36.995999] [INFO ] [sig       ] [2353/3605] Completed OABI in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:36.996036] [INFO ] [sig       ] [2354/3605] Forecasting OBDC...
[2025-12-11T20:29:36.996064] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-11T20:29:36.996092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-11T20:29:37.007643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-11T20:29:37.007931] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-11T20:29:37.008700] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-11T20:29:37.008749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:37.008780] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:37.008806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:37.008861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:37.064950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:37.065552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:37.065653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:37.065685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:37.181634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:37.181740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:37.181775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:37.181802] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:37.184869] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-11T20:29:37.185124] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-11T20:29:37.185241] [INFO ] [sig       ] OBDC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:37.322320] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OBDC.txt
[2025-12-11T20:29:37.322425] [INFO ] [sig       ] [2354/3605] Completed OBDC in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:37.322462] [INFO ] [sig       ] [2355/3605] Forecasting OBIL...
[2025-12-11T20:29:37.322489] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-11T20:29:37.322517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-11T20:29:37.333591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-11T20:29:37.333859] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-11T20:29:37.334629] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-11T20:29:37.334680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:37.334712] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:37.334737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:37.334793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:37.391750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:37.392340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:37.392417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:37.392449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:37.500363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:37.500447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:37.500481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:37.500508] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:37.503475] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-11T20:29:37.503741] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-11T20:29:37.503857] [INFO ] [sig       ] OBIL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:37.639366] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OBIL.txt
[2025-12-11T20:29:37.639472] [INFO ] [sig       ] [2355/3605] Completed OBIL in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:37.639508] [INFO ] [sig       ] [2356/3605] Forecasting OBIO...
[2025-12-11T20:29:37.639536] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-11T20:29:37.639563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-11T20:29:37.650673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-11T20:29:37.650939] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-11T20:29:37.651704] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-11T20:29:37.651754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:37.651794] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:37.651822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:37.651877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:37.708059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:37.708670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:37.708747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:37.708777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:37.820674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:37.820760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:37.820794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:37.820821] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:37.823794] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2025-12-11T20:29:37.824041] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-11T20:29:37.824156] [INFO ] [sig       ] OBIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:38.011016] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OBIO.txt
[2025-12-11T20:29:38.011164] [INFO ] [sig       ] [2356/3605] Completed OBIO in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:38.011203] [INFO ] [sig       ] [2357/3605] Forecasting OBK...
[2025-12-11T20:29:38.011234] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-11T20:29:38.011263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-11T20:29:38.022844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-11T20:29:38.023150] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-11T20:29:38.023949] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-11T20:29:38.024000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:38.024032] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:38.024058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:38.024114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:38.080369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:38.081018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:38.081098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:38.081129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:38.199178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:38.199322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:38.199360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:38.199388] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:38.202647] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2025-12-11T20:29:38.202911] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-11T20:29:38.203035] [INFO ] [sig       ] OBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:38.340073] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OBK.txt
[2025-12-11T20:29:38.340209] [INFO ] [sig       ] [2357/3605] Completed OBK in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:38.340247] [INFO ] [sig       ] [2358/3605] Forecasting OC...
[2025-12-11T20:29:38.340276] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-11T20:29:38.340304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-11T20:29:38.351997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-11T20:29:38.352331] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-11T20:29:38.353143] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-11T20:29:38.353196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:38.353228] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:38.353254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:38.353312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:38.408914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:38.409626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:38.409704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:38.409735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:38.528873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:38.529029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:38.529078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:38.529108] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:38.532459] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-11T20:29:38.532746] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-11T20:29:38.532868] [INFO ] [sig       ] OC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:38.670629] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OC.txt
[2025-12-11T20:29:38.670768] [INFO ] [sig       ] [2358/3605] Completed OC in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:38.670804] [INFO ] [sig       ] [2359/3605] Forecasting OCCI...
[2025-12-11T20:29:38.670834] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-11T20:29:38.670862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-11T20:29:38.681998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-11T20:29:38.682310] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-11T20:29:38.683127] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-11T20:29:38.683177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:38.683207] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:38.683233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:38.683287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:38.739318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:38.740005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:38.740122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:38.740168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:38.859067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:38.859249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:38.859296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:38.859326] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:38.862778] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-12-11T20:29:38.863054] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-11T20:29:38.863176] [INFO ] [sig       ] OCCI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:39.002132] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OCCI.txt
[2025-12-11T20:29:39.002274] [INFO ] [sig       ] [2359/3605] Completed OCCI in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:39.002313] [INFO ] [sig       ] [2360/3605] Forecasting OCFC...
[2025-12-11T20:29:39.002344] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-11T20:29:39.002397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-11T20:29:39.013943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-11T20:29:39.014263] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-11T20:29:39.015066] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-11T20:29:39.015117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:39.015147] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:39.015172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:39.015226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:39.072276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:39.073055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:39.073136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:39.073169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:39.200448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:39.200621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:39.200664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:39.200693] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:39.204066] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-11T20:29:39.204347] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-11T20:29:39.204473] [INFO ] [sig       ] OCFC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:39.346960] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OCFC.txt
[2025-12-11T20:29:39.347097] [INFO ] [sig       ] [2360/3605] Completed OCFC in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:39.347136] [INFO ] [sig       ] [2361/3605] Forecasting OCGN...
[2025-12-11T20:29:39.347164] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-11T20:29:39.347193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-11T20:29:39.358396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-11T20:29:39.358772] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-11T20:29:39.359599] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-11T20:29:39.359651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:39.359682] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:39.359707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:39.359761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:39.415949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:39.416739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:39.416817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:39.416850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:39.538876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:39.539072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:39.539119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:39.539147] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:39.542673] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-11T20:29:39.542957] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-11T20:29:39.543091] [INFO ] [sig       ] OCGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:39.681342] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OCGN.txt
[2025-12-11T20:29:39.681475] [INFO ] [sig       ] [2361/3605] Completed OCGN in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:39.681514] [INFO ] [sig       ] [2362/3605] Forecasting OCSL...
[2025-12-11T20:29:39.681543] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-11T20:29:39.681589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-11T20:29:39.693091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-11T20:29:39.693425] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-11T20:29:39.694278] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-11T20:29:39.694333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:39.694377] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:39.694417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:39.694486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:39.754686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:39.755518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:39.755619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:39.755656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:39.879094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:39.879241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:39.879283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:39.879314] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:39.883026] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=46.84%)
[2025-12-11T20:29:39.883372] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-11T20:29:39.883537] [INFO ] [sig       ] OCSL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:40.020387] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OCSL.txt
[2025-12-11T20:29:40.020556] [INFO ] [sig       ] [2362/3605] Completed OCSL in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-11T20:29:40.020613] [INFO ] [sig       ] [2363/3605] Forecasting OCUL...
[2025-12-11T20:29:40.020644] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-11T20:29:40.020673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-11T20:29:40.031771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-11T20:29:40.032080] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-11T20:29:40.032845] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-11T20:29:40.032896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:40.032927] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:40.032953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:40.033008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:40.089436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:40.090307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:40.090391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:40.090425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:40.213968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:40.214131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:40.214172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:40.214216] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:40.217601] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-11T20:29:40.217902] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-11T20:29:40.218029] [INFO ] [sig       ] OCUL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:40.354943] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OCUL.txt
[2025-12-11T20:29:40.355078] [INFO ] [sig       ] [2363/3605] Completed OCUL in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-11T20:29:40.355116] [INFO ] [sig       ] [2364/3605] Forecasting ODC...
[2025-12-11T20:29:40.355144] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-11T20:29:40.355172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-11T20:29:40.365917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-11T20:29:40.366228] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-11T20:29:40.367005] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-11T20:29:40.367066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:40.367102] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:40.367128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:40.367183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:40.428195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:40.429148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:40.429230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:40.429263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:40.550918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:40.551083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:40.551136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:40.551181] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:40.554643] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2025-12-11T20:29:40.554917] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-11T20:29:40.555068] [INFO ] [sig       ] ODC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:40.698654] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ODC.txt
[2025-12-11T20:29:40.698789] [INFO ] [sig       ] [2364/3605] Completed ODC in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-11T20:29:40.698827] [INFO ] [sig       ] [2365/3605] Forecasting ODD...
[2025-12-11T20:29:40.698855] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-11T20:29:40.698884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-11T20:29:40.709842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-11T20:29:40.710185] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-11T20:29:40.710969] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-11T20:29:40.711020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:40.711053] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:40.711081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:40.711138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:40.771407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:40.772236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:40.772318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:40.772351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:40.897339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:40.897499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:40.897542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:40.897589] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:40.901410] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=36.25%)
[2025-12-11T20:29:40.901734] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-11T20:29:40.901869] [INFO ] [sig       ] ODD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:41.043955] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ODD.txt
[2025-12-11T20:29:41.044088] [INFO ] [sig       ] [2365/3605] Completed ODD in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-11T20:29:41.044126] [INFO ] [sig       ] [2366/3605] Forecasting ODFL...
[2025-12-11T20:29:41.044154] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-11T20:29:41.044182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-11T20:29:41.055588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-11T20:29:41.055864] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-11T20:29:41.056616] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-11T20:29:41.056666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:41.056720] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:41.056748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:41.056804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:41.112309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:41.112941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:41.113021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:41.113054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:41.235837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:41.235987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:41.236035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:41.236065] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:41.239478] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2025-12-11T20:29:41.239772] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-11T20:29:41.239890] [INFO ] [sig       ] ODFL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:41.376898] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ODFL.txt
[2025-12-11T20:29:41.377009] [INFO ] [sig       ] [2366/3605] Completed ODFL in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-11T20:29:41.377046] [INFO ] [sig       ] [2367/3605] Forecasting OEC...
[2025-12-11T20:29:41.377074] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-11T20:29:41.377102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-11T20:29:41.388804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-11T20:29:41.389102] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-11T20:29:41.389872] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-11T20:29:41.389922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:41.389956] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:41.389984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:41.390058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:41.446334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:41.447155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:41.447242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:41.447279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:41.570748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:41.570900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:41.570940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:41.570967] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:41.574317] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-11T20:29:41.574607] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-11T20:29:41.574729] [INFO ] [sig       ] OEC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:41.715454] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OEC.txt
[2025-12-11T20:29:41.715634] [INFO ] [sig       ] [2367/3605] Completed OEC in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-11T20:29:41.715674] [INFO ] [sig       ] [2368/3605] Forecasting OESX...
[2025-12-11T20:29:41.715704] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-11T20:29:41.715733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-11T20:29:41.727209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-11T20:29:41.727515] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-11T20:29:41.728352] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-11T20:29:41.728403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:41.728435] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:41.728460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:41.728514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:41.786849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:41.787733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:41.787816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:41.787868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:41.914141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:41.914308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:41.914349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:41.914377] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:41.917848] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=79.93%)
[2025-12-11T20:29:41.918154] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-11T20:29:41.918302] [INFO ] [sig       ] OESX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:42.056791] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OESX.txt
[2025-12-11T20:29:42.056908] [INFO ] [sig       ] [2368/3605] Completed OESX in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-11T20:29:42.056945] [INFO ] [sig       ] [2369/3605] Forecasting OFG...
[2025-12-11T20:29:42.056973] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-11T20:29:42.057003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-11T20:29:42.068177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-11T20:29:42.068431] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-11T20:29:42.069188] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-11T20:29:42.069249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:42.069280] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:42.069306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:42.069361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:42.126832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:42.127416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:42.127491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:42.127522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:42.243704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:42.243855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:42.243895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:42.243956] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:42.247610] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-12-11T20:29:42.247921] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-11T20:29:42.248047] [INFO ] [sig       ] OFG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:42.386038] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OFG.txt
[2025-12-11T20:29:42.386160] [INFO ] [sig       ] [2369/3605] Completed OFG in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-11T20:29:42.386199] [INFO ] [sig       ] [2370/3605] Forecasting OFIX...
[2025-12-11T20:29:42.386226] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-11T20:29:42.386255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-11T20:29:42.397683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-11T20:29:42.397965] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-11T20:29:42.398723] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-11T20:29:42.398773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:42.398803] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:42.398828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:42.398883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:42.455011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:42.455614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:42.455692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:42.455724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:42.577532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:42.577729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:42.577790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:42.577864] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:42.581563] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=10.96%)
[2025-12-11T20:29:42.581863] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-11T20:29:42.582011] [INFO ] [sig       ] OFIX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:42.722790] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OFIX.txt
[2025-12-11T20:29:42.722916] [INFO ] [sig       ] [2370/3605] Completed OFIX in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-11T20:29:42.722954] [INFO ] [sig       ] [2371/3605] Forecasting OFLX...
[2025-12-11T20:29:42.722983] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-11T20:29:42.723012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-11T20:29:42.734891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-11T20:29:42.735267] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-11T20:29:42.736079] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-11T20:29:42.736130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:42.736161] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:42.736186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:42.736241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:42.793158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:42.794123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:42.794209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:42.794241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:42.908951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:42.909106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:42.909146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:42.909174] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:42.912459] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-12-11T20:29:42.912738] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-11T20:29:42.912855] [INFO ] [sig       ] OFLX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:43.050566] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OFLX.txt
[2025-12-11T20:29:43.050727] [INFO ] [sig       ] [2371/3605] Completed OFLX in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-11T20:29:43.050765] [INFO ] [sig       ] [2372/3605] Forecasting OFS...
[2025-12-11T20:29:43.050793] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-11T20:29:43.050830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-11T20:29:43.061970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-11T20:29:43.062254] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-11T20:29:43.063014] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-11T20:29:43.063065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:43.063095] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:43.063121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:43.063175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:43.118819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:43.119502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:43.119600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:43.119636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:43.237098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:43.237252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:43.237292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:43.237320] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:43.240661] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-11T20:29:43.240928] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-11T20:29:43.241050] [INFO ] [sig       ] OFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:43.376633] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OFS.txt
[2025-12-11T20:29:43.376768] [INFO ] [sig       ] [2372/3605] Completed OFS in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-11T20:29:43.376806] [INFO ] [sig       ] [2373/3605] Forecasting OGE...
[2025-12-11T20:29:43.376834] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-11T20:29:43.376862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-11T20:29:43.388364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-11T20:29:43.388717] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-11T20:29:43.389491] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-11T20:29:43.389543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:43.389596] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:43.389626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:43.389684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:43.446871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:43.447595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:43.447675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:43.447708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:43.569970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:43.570123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:43.570164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:43.570193] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:43.573563] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=81.70%)
[2025-12-11T20:29:43.573910] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-11T20:29:43.574087] [INFO ] [sig       ] OGE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:43.712480] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OGE.txt
[2025-12-11T20:29:43.712623] [INFO ] [sig       ] [2373/3605] Completed OGE in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-11T20:29:43.712662] [INFO ] [sig       ] [2374/3605] Forecasting OGI...
[2025-12-11T20:29:43.712691] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-11T20:29:43.712720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-11T20:29:43.724739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-11T20:29:43.725046] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-11T20:29:43.725820] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-11T20:29:43.725871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:43.725903] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:43.725929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:43.725986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:43.783094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:43.783766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:43.783846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:43.783879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:43.907482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:43.907635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:43.907677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:43.907705] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:43.910975] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=37.49%)
[2025-12-11T20:29:43.911259] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-11T20:29:43.911377] [INFO ] [sig       ] OGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:44.051834] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OGI.txt
[2025-12-11T20:29:44.051970] [INFO ] [sig       ] [2374/3605] Completed OGI in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-11T20:29:44.052008] [INFO ] [sig       ] [2375/3605] Forecasting OGN...
[2025-12-11T20:29:44.052036] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-11T20:29:44.052065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-11T20:29:44.064138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-11T20:29:44.064412] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-11T20:29:44.065192] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-11T20:29:44.065242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:44.065273] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:44.065298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:44.065353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:44.121536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:44.122187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:44.122271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:44.122304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:44.245929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:44.246083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:44.246124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:44.246153] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:44.249886] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-12-11T20:29:44.250155] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-11T20:29:44.250274] [INFO ] [sig       ] OGN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:44.388129] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OGN.txt
[2025-12-11T20:29:44.388274] [INFO ] [sig       ] [2375/3605] Completed OGN in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-11T20:29:44.388311] [INFO ] [sig       ] [2376/3605] Forecasting OHI...
[2025-12-11T20:29:44.388341] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-11T20:29:44.388369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-11T20:29:44.399483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-11T20:29:44.399778] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-11T20:29:44.400544] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-11T20:29:44.400611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:44.400643] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:44.400670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:44.400730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:44.457034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:44.457657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:44.457753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:44.457784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:44.574039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:44.574180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:44.574259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:44.574291] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:44.577521] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-11T20:29:44.577796] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-11T20:29:44.577935] [INFO ] [sig       ] OHI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:44.716058] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OHI.txt
[2025-12-11T20:29:44.716182] [INFO ] [sig       ] [2376/3605] Completed OHI in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-11T20:29:44.716220] [INFO ] [sig       ] [2377/3605] Forecasting OI...
[2025-12-11T20:29:44.716248] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-11T20:29:44.716277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-11T20:29:44.727936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-11T20:29:44.728230] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-11T20:29:44.728994] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-11T20:29:44.729051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:44.729089] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:44.729122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:44.729189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:44.788684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:44.789450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:44.789528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:44.789567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:44.908599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:44.908755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:44.908794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:44.908820] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:44.912082] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=83.71%)
[2025-12-11T20:29:44.912347] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-11T20:29:44.912465] [INFO ] [sig       ] OI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:45.057906] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OI.txt
[2025-12-11T20:29:45.058052] [INFO ] [sig       ] [2377/3605] Completed OI in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-11T20:29:45.058095] [INFO ] [sig       ] [2378/3605] Forecasting OIA...
[2025-12-11T20:29:45.058124] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-11T20:29:45.058151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-11T20:29:45.070008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-11T20:29:45.070303] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-11T20:29:45.071061] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-11T20:29:45.071110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:45.071141] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:45.071167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:45.071221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:45.127148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:45.127906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:45.128008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:45.128043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:45.246405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:45.246565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:45.246624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:45.246652] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:45.249953] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-11T20:29:45.250218] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-11T20:29:45.250345] [INFO ] [sig       ] OIA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:45.387354] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OIA.txt
[2025-12-11T20:29:45.387494] [INFO ] [sig       ] [2378/3605] Completed OIA in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-11T20:29:45.387533] [INFO ] [sig       ] [2379/3605] Forecasting OII...
[2025-12-11T20:29:45.387561] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-11T20:29:45.387610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-11T20:29:45.398963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-11T20:29:45.399300] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-11T20:29:45.400070] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-11T20:29:45.400124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:45.400154] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:45.400181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:45.400236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:45.456378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:45.457151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:45.457232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:45.457264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:45.576693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:45.576873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:45.576913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:45.576940] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:45.580377] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=67.96%)
[2025-12-11T20:29:45.580661] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-11T20:29:45.580782] [INFO ] [sig       ] OII: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:45.717245] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OII.txt
[2025-12-11T20:29:45.717402] [INFO ] [sig       ] [2379/3605] Completed OII in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-11T20:29:45.717440] [INFO ] [sig       ] [2380/3605] Forecasting OIS...
[2025-12-11T20:29:45.717469] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-11T20:29:45.717497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-11T20:29:45.728614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-11T20:29:45.728926] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-11T20:29:45.729699] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-11T20:29:45.729749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:45.729792] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:45.729819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:45.729874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:45.785683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:45.786334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:45.786409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:45.786441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:45.902221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:45.902370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:45.902413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:45.902440] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:45.905803] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=21.39%)
[2025-12-11T20:29:45.906074] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-11T20:29:45.906216] [INFO ] [sig       ] OIS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:46.048449] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OIS.txt
[2025-12-11T20:29:46.048599] [INFO ] [sig       ] [2380/3605] Completed OIS in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-11T20:29:46.048640] [INFO ] [sig       ] [2381/3605] Forecasting OKE...
[2025-12-11T20:29:46.048668] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-11T20:29:46.048697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-11T20:29:46.060263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-11T20:29:46.060562] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-11T20:29:46.061325] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-11T20:29:46.061375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:46.061405] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:46.061431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:46.061486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:46.117170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:46.117887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:46.117965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:46.117996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:46.238021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:46.238166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:46.238206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:46.238233] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:46.241455] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-12-11T20:29:46.241732] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-11T20:29:46.241849] [INFO ] [sig       ] OKE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:46.378268] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OKE.txt
[2025-12-11T20:29:46.378399] [INFO ] [sig       ] [2381/3605] Completed OKE in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-11T20:29:46.378437] [INFO ] [sig       ] [2382/3605] Forecasting OKTA...
[2025-12-11T20:29:46.378466] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-11T20:29:46.378493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-11T20:29:46.389550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-11T20:29:46.389863] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-11T20:29:46.390628] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-11T20:29:46.390678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:46.390712] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:46.390738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:46.390792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:46.446193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:46.446844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:46.446919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:46.446950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:46.565253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:46.565401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:46.565439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:46.565467] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:46.568735] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=39.50%)
[2025-12-11T20:29:46.568994] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-11T20:29:46.569145] [INFO ] [sig       ] OKTA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:46.705330] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OKTA.txt
[2025-12-11T20:29:46.705451] [INFO ] [sig       ] [2382/3605] Completed OKTA in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-11T20:29:46.705488] [INFO ] [sig       ] [2383/3605] Forecasting OKYO...
[2025-12-11T20:29:46.705517] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-11T20:29:46.705545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-11T20:29:46.716597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-11T20:29:46.716881] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-11T20:29:46.717642] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-11T20:29:46.717693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:46.717752] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:46.717780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:46.717854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:46.774158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:46.774966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:46.775045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:46.775077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:46.894967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:46.895110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:46.895147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:46.895176] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:46.898501] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=58.73%)
[2025-12-11T20:29:46.898788] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-11T20:29:46.898926] [INFO ] [sig       ] OKYO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:47.043892] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OKYO.txt
[2025-12-11T20:29:47.044020] [INFO ] [sig       ] [2383/3605] Completed OKYO in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-11T20:29:47.044058] [INFO ] [sig       ] [2384/3605] Forecasting OLED...
[2025-12-11T20:29:47.044100] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-11T20:29:47.044136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-11T20:29:47.056038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-11T20:29:47.056324] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-11T20:29:47.057096] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-11T20:29:47.057153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:47.057190] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:47.057217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:47.057274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:47.115180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:47.116069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:47.116164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:47.116205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:47.237395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:47.237546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:47.237601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:47.237630] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:47.241094] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-11T20:29:47.241365] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-11T20:29:47.241484] [INFO ] [sig       ] OLED: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:47.387976] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OLED.txt
[2025-12-11T20:29:47.388106] [INFO ] [sig       ] [2384/3605] Completed OLED in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-11T20:29:47.388144] [INFO ] [sig       ] [2385/3605] Forecasting OLLI...
[2025-12-11T20:29:47.388171] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-11T20:29:47.388198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-11T20:29:47.400289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-11T20:29:47.400634] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-11T20:29:47.401389] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-11T20:29:47.401441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:47.401474] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:47.401500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:47.401554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:47.457873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:47.458480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:47.458558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:47.458607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:47.576661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:47.576807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:47.576845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:47.576873] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:47.580220] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-11T20:29:47.580513] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-11T20:29:47.580665] [INFO ] [sig       ] OLLI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:47.717443] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OLLI.txt
[2025-12-11T20:29:47.717588] [INFO ] [sig       ] [2385/3605] Completed OLLI in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-11T20:29:47.717629] [INFO ] [sig       ] [2386/3605] Forecasting OLMA...
[2025-12-11T20:29:47.717658] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-11T20:29:47.717686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-11T20:29:47.728734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-11T20:29:47.729008] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-11T20:29:47.729830] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-11T20:29:47.729880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:47.729911] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:47.729937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:47.729992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:47.786526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:47.787157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:47.787233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:47.787264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:47.913621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:47.913775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:47.913815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:47.913875] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:47.917207] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2025-12-11T20:29:47.917476] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-11T20:29:47.917613] [INFO ] [sig       ] OLMA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:48.054860] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OLMA.txt
[2025-12-11T20:29:48.054987] [INFO ] [sig       ] [2386/3605] Completed OLMA in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-11T20:29:48.055025] [INFO ] [sig       ] [2387/3605] Forecasting OLN...
[2025-12-11T20:29:48.055053] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-11T20:29:48.055081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-11T20:29:48.067131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-11T20:29:48.067492] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-11T20:29:48.068371] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-11T20:29:48.068423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:48.068454] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:48.068479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:48.068533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:48.125242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:48.125991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:48.126075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:48.126109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:48.244803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:48.244961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:48.245002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:48.245047] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:48.248504] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=63.97%)
[2025-12-11T20:29:48.248840] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-11T20:29:48.248980] [INFO ] [sig       ] OLN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:48.394698] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OLN.txt
[2025-12-11T20:29:48.394843] [INFO ] [sig       ] [2387/3605] Completed OLN in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-11T20:29:48.394881] [INFO ] [sig       ] [2388/3605] Forecasting OLP...
[2025-12-11T20:29:48.394911] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-11T20:29:48.394939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-11T20:29:48.406607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-11T20:29:48.406959] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-11T20:29:48.407727] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-11T20:29:48.407777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:48.407808] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:48.407853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:48.407910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:48.464605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:48.465218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:48.465295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:48.465327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:48.583239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:48.583393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:48.583433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:48.583463] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:48.586821] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-11T20:29:48.587088] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-11T20:29:48.587210] [INFO ] [sig       ] OLP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:48.725963] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OLP.txt
[2025-12-11T20:29:48.726110] [INFO ] [sig       ] [2388/3605] Completed OLP in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-11T20:29:48.726149] [INFO ] [sig       ] [2389/3605] Forecasting OLPX...
[2025-12-11T20:29:48.726177] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-11T20:29:48.726212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-11T20:29:48.738232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-11T20:29:48.738594] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-11T20:29:48.739453] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-11T20:29:48.739504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:48.739535] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:48.739560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:48.739634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:48.796041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:48.796777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:48.796859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:48.796907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:48.918041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:48.918214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:48.918260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:48.918289] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:48.921755] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=31.35%)
[2025-12-11T20:29:48.922039] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-11T20:29:48.922165] [INFO ] [sig       ] OLPX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:49.059972] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OLPX.txt
[2025-12-11T20:29:49.060117] [INFO ] [sig       ] [2389/3605] Completed OLPX in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-11T20:29:49.060155] [INFO ] [sig       ] [2390/3605] Forecasting OM...
[2025-12-11T20:29:49.060184] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-11T20:29:49.060213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-11T20:29:49.071082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-11T20:29:49.071393] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-11T20:29:49.072180] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-11T20:29:49.072232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:49.072265] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:49.072293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:49.072349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:49.128978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:49.129720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:49.129801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:49.129833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:49.247506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:49.247672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:49.247713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:49.247742] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:49.251337] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-12-11T20:29:49.251619] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-11T20:29:49.251737] [INFO ] [sig       ] OM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:49.390731] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OM.txt
[2025-12-11T20:29:49.390882] [INFO ] [sig       ] [2390/3605] Completed OM in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-11T20:29:49.390921] [INFO ] [sig       ] [2391/3605] Forecasting OMAB...
[2025-12-11T20:29:49.390950] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-11T20:29:49.390978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-11T20:29:49.402263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-11T20:29:49.402631] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-11T20:29:49.403390] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-11T20:29:49.403441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:49.403472] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:49.403497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:49.403565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:49.460458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:49.461316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:49.461397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:49.461428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:49.579155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:49.579296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:49.579333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:49.579360] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:49.582608] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-12-11T20:29:49.582868] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-11T20:29:49.582986] [INFO ] [sig       ] OMAB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:49.722285] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OMAB.txt
[2025-12-11T20:29:49.722419] [INFO ] [sig       ] [2391/3605] Completed OMAB in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-11T20:29:49.722456] [INFO ] [sig       ] [2392/3605] Forecasting OMC...
[2025-12-11T20:29:49.722484] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-11T20:29:49.722513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-11T20:29:49.734078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-11T20:29:49.734473] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-11T20:29:49.735321] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-11T20:29:49.735373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:49.735405] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:49.735431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:49.735486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:49.793182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:49.794009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:49.794090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:49.794123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:49.910784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:49.910928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:49.910965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:49.910992] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:49.914218] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-11T20:29:49.914474] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-11T20:29:49.914610] [INFO ] [sig       ] OMC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:50.055611] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OMC.txt
[2025-12-11T20:29:50.055741] [INFO ] [sig       ] [2392/3605] Completed OMC in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-11T20:29:50.055778] [INFO ] [sig       ] [2393/3605] Forecasting OMCL...
[2025-12-11T20:29:50.055807] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-11T20:29:50.055835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-11T20:29:50.067109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-11T20:29:50.067419] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-11T20:29:50.068272] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-11T20:29:50.068336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:50.068368] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:50.068396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:50.068453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:50.126088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:50.126749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:50.126852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:50.126892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:50.248415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:50.248564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:50.248622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:50.248650] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:50.251923] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-11T20:29:50.252183] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-11T20:29:50.252300] [INFO ] [sig       ] OMCL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:50.391178] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OMCL.txt
[2025-12-11T20:29:50.391311] [INFO ] [sig       ] [2393/3605] Completed OMCL in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-11T20:29:50.391348] [INFO ] [sig       ] [2394/3605] Forecasting OMEX...
[2025-12-11T20:29:50.391377] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-11T20:29:50.391406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-11T20:29:50.403288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-11T20:29:50.403605] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-11T20:29:50.404353] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-11T20:29:50.404404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:50.404435] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:50.404465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:50.404525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:50.461946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:50.462619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:50.462695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:50.462728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:50.582285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:50.582427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:50.582467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:50.582494] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:50.585851] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-11T20:29:50.586114] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-11T20:29:50.586231] [INFO ] [sig       ] OMEX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:50.726366] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OMEX.txt
[2025-12-11T20:29:50.726539] [INFO ] [sig       ] [2394/3605] Completed OMEX in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-11T20:29:50.726602] [INFO ] [sig       ] [2395/3605] Forecasting OMF...
[2025-12-11T20:29:50.726634] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-11T20:29:50.726664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-11T20:29:50.737818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-11T20:29:50.738139] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-11T20:29:50.738899] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-11T20:29:50.738949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:50.738980] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:50.739006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:50.739060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:50.795612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:50.796459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:50.796540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:50.796588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:50.918487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:50.918656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:50.918697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:50.918725] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:50.922085] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-11T20:29:50.922359] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-11T20:29:50.922480] [INFO ] [sig       ] OMF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:51.059815] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OMF.txt
[2025-12-11T20:29:51.059943] [INFO ] [sig       ] [2395/3605] Completed OMF in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-11T20:29:51.059980] [INFO ] [sig       ] [2396/3605] Forecasting OMI...
[2025-12-11T20:29:51.060009] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-11T20:29:51.060037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-11T20:29:51.071394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-11T20:29:51.071745] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-11T20:29:51.072593] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-11T20:29:51.072652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:51.072686] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:51.072713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:51.072769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:51.138109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:51.138955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:51.139036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:51.139070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:51.257783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:51.257964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:51.258006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:51.258034] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:51.261424] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-11T20:29:51.261717] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-11T20:29:51.261840] [INFO ] [sig       ] OMI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:51.400665] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OMI.txt
[2025-12-11T20:29:51.400841] [INFO ] [sig       ] [2396/3605] Completed OMI in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-11T20:29:51.400881] [INFO ] [sig       ] [2397/3605] Forecasting ON...
[2025-12-11T20:29:51.400911] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-11T20:29:51.400940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-11T20:29:51.412659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-11T20:29:51.412959] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-11T20:29:51.413797] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-11T20:29:51.413851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:51.413883] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:51.413909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:51.413965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:51.472714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:51.473492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:51.473592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:51.473628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:51.597748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:51.597926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:51.597967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:51.597994] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:51.601351] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-11T20:29:51.601639] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-11T20:29:51.601762] [INFO ] [sig       ] ON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:51.741539] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ON.txt
[2025-12-11T20:29:51.741691] [INFO ] [sig       ] [2397/3605] Completed ON in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-11T20:29:51.741728] [INFO ] [sig       ] [2398/3605] Forecasting ONB...
[2025-12-11T20:29:51.741757] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-11T20:29:51.741786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-11T20:29:51.753324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-11T20:29:51.753735] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-11T20:29:51.754504] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-11T20:29:51.754554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:51.754606] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:51.754634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:51.754687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:51.812972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:51.814062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:51.814145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:51.814181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:51.933442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:51.933614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:51.933657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:51.933688] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:51.937164] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=61.62%)
[2025-12-11T20:29:51.937476] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-11T20:29:51.937616] [INFO ] [sig       ] ONB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:52.076167] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ONB.txt
[2025-12-11T20:29:52.076329] [INFO ] [sig       ] [2398/3605] Completed ONB in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-11T20:29:52.076373] [INFO ] [sig       ] [2399/3605] Forecasting ONCO...
[2025-12-11T20:29:52.076402] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-11T20:29:52.076429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-11T20:29:52.089961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-11T20:29:52.090536] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-11T20:29:52.091523] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-11T20:29:52.091595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:52.091634] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:52.091661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:52.091720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:52.149511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:52.150726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:52.150825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:52.150858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:52.272531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:52.272777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:52.272825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:52.272854] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:52.276874] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-11T20:29:52.277185] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-11T20:29:52.277321] [INFO ] [sig       ] ONCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:52.416607] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ONCO.txt
[2025-12-11T20:29:52.416758] [INFO ] [sig       ] [2399/3605] Completed ONCO in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-11T20:29:52.416797] [INFO ] [sig       ] [2400/3605] Forecasting ONDS...
[2025-12-11T20:29:52.416825] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-11T20:29:52.416854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-11T20:29:52.428257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-11T20:29:52.428560] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-11T20:29:52.429341] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-11T20:29:52.429391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:52.429449] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:52.429477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:52.429531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:52.484761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:52.485443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:52.485520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:52.485551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:52.602079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:52.602245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:52.602304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:52.602332] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:52.605654] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-11T20:29:52.605917] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-11T20:29:52.606036] [INFO ] [sig       ] ONDS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:52.741497] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ONDS.txt
[2025-12-11T20:29:52.741640] [INFO ] [sig       ] [2400/3605] Completed ONDS in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-11T20:29:52.741681] [INFO ] [sig       ] [2401/3605] Forecasting ONEQ...
[2025-12-11T20:29:52.741709] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-11T20:29:52.741738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-11T20:29:52.752423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-11T20:29:52.752714] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-11T20:29:52.753460] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-11T20:29:52.753509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:52.753541] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:52.753566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:52.753643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:52.809482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:52.810176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:52.810253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:52.810285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:52.933233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:52.933410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:52.933464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:52.933502] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:52.937608] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-12-11T20:29:52.937919] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-11T20:29:52.938051] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:53.080314] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ONEQ.txt
[2025-12-11T20:29:53.080457] [INFO ] [sig       ] [2401/3605] Completed ONEQ in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-11T20:29:53.080497] [INFO ] [sig       ] [2402/3605] Forecasting ONL...
[2025-12-11T20:29:53.080526] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-11T20:29:53.080555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-11T20:29:53.092044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-11T20:29:53.092341] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-11T20:29:53.093127] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-11T20:29:53.093180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:53.093213] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:53.093242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:53.093300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:53.150489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:53.151429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:53.151516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:53.151549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:53.270670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:53.270826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:53.270867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:53.270896] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:53.274280] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=51.18%)
[2025-12-11T20:29:53.274548] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-11T20:29:53.274689] [INFO ] [sig       ] ONL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:53.413116] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ONL.txt
[2025-12-11T20:29:53.413245] [INFO ] [sig       ] [2402/3605] Completed ONL in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-11T20:29:53.413283] [INFO ] [sig       ] [2403/3605] Forecasting ONON...
[2025-12-11T20:29:53.413311] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-11T20:29:53.413342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-11T20:29:53.425442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-11T20:29:53.425794] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-11T20:29:53.426599] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-11T20:29:53.426673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:53.426707] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:53.426732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:53.426787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:53.483304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:53.483941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:53.484018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:53.484050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:53.606066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:53.606218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:53.606257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:53.606319] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:53.609815] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-11T20:29:53.610082] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-11T20:29:53.610202] [INFO ] [sig       ] ONON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:53.748724] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ONON.txt
[2025-12-11T20:29:53.748854] [INFO ] [sig       ] [2403/3605] Completed ONON in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-11T20:29:53.748892] [INFO ] [sig       ] [2404/3605] Forecasting ONTF...
[2025-12-11T20:29:53.748920] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-11T20:29:53.748948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-11T20:29:53.760555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-11T20:29:53.760887] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-11T20:29:53.761665] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-11T20:29:53.761715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:53.761759] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:53.761785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:53.761839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:53.818851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:53.819569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:53.819664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:53.819695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:53.939916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:53.940059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:53.940097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:53.940124] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:53.943382] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-11T20:29:53.943689] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-11T20:29:53.943849] [INFO ] [sig       ] ONTF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:54.081851] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ONTF.txt
[2025-12-11T20:29:54.081974] [INFO ] [sig       ] [2404/3605] Completed ONTF in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-11T20:29:54.082011] [INFO ] [sig       ] [2405/3605] Forecasting ONTO...
[2025-12-11T20:29:54.082039] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-11T20:29:54.082067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-11T20:29:54.093447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-11T20:29:54.093733] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-11T20:29:54.094473] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-11T20:29:54.094523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:54.094561] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:54.094606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:54.094662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:54.152369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:54.153248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:54.153344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:54.153384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:54.280340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:54.280495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:54.280535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:54.280563] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:54.283852] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-12-11T20:29:54.284117] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-11T20:29:54.284237] [INFO ] [sig       ] ONTO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:54.422206] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ONTO.txt
[2025-12-11T20:29:54.422332] [INFO ] [sig       ] [2405/3605] Completed ONTO in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-11T20:29:54.422370] [INFO ] [sig       ] [2406/3605] Forecasting OOMA...
[2025-12-11T20:29:54.422399] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-11T20:29:54.422428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-11T20:29:54.434810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-11T20:29:54.435201] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-11T20:29:54.435999] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-11T20:29:54.436050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:54.436080] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:54.436106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:54.436161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:54.494652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:54.495741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:54.495844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:54.495893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:54.616735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:54.616889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:54.616929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:54.616956] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:54.620240] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-12-11T20:29:54.620504] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-11T20:29:54.620643] [INFO ] [sig       ] OOMA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:54.757066] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OOMA.txt
[2025-12-11T20:29:54.757201] [INFO ] [sig       ] [2406/3605] Completed OOMA in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-11T20:29:54.757240] [INFO ] [sig       ] [2407/3605] Forecasting OPAD...
[2025-12-11T20:29:54.757269] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-11T20:29:54.757298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-11T20:29:54.768209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-11T20:29:54.768516] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-11T20:29:54.769286] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-11T20:29:54.769347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:54.769386] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:54.769418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:54.769474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:54.825520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:54.826350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:54.826442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:54.826473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:54.945183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:54.945340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:54.945379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:54.945406] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:54.948710] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-11T20:29:54.948980] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-11T20:29:54.949101] [INFO ] [sig       ] OPAD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:55.085874] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OPAD.txt
[2025-12-11T20:29:55.086022] [INFO ] [sig       ] [2407/3605] Completed OPAD in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-11T20:29:55.086068] [INFO ] [sig       ] [2408/3605] Forecasting OPAL...
[2025-12-11T20:29:55.086097] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-11T20:29:55.086126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-11T20:29:55.098273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-11T20:29:55.098653] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-11T20:29:55.099450] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-11T20:29:55.099502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:55.099534] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:55.099560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:55.099633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:55.159720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:55.160676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:55.160765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:55.160799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:55.287863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:55.288029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:55.288071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:55.288099] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:55.291850] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-11T20:29:55.292123] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-11T20:29:55.292248] [INFO ] [sig       ] OPAL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:55.430930] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OPAL.txt
[2025-12-11T20:29:55.431058] [INFO ] [sig       ] [2408/3605] Completed OPAL in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-11T20:29:55.431096] [INFO ] [sig       ] [2409/3605] Forecasting OPBK...
[2025-12-11T20:29:55.431125] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-11T20:29:55.431153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-11T20:29:55.441933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-11T20:29:55.442225] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-11T20:29:55.442993] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-11T20:29:55.443043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:55.443074] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:55.443099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:55.443154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:55.509755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:55.510896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:55.511005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:55.511062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:55.636062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:55.636217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:55.636256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:55.636283] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:55.639587] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-12-11T20:29:55.639851] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-11T20:29:55.639984] [INFO ] [sig       ] OPBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:55.776726] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OPBK.txt
[2025-12-11T20:29:55.776888] [INFO ] [sig       ] [2409/3605] Completed OPBK in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-11T20:29:55.776926] [INFO ] [sig       ] [2410/3605] Forecasting OPCH...
[2025-12-11T20:29:55.776955] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-11T20:29:55.776985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-11T20:29:55.788589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-11T20:29:55.788903] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-11T20:29:55.789731] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-11T20:29:55.789781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:55.789812] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:55.789838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:55.789892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:55.845595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:55.846275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:55.846380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:55.846414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:55.970155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:55.970309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:55.970352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:55.970380] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:55.973712] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-11T20:29:55.973974] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-11T20:29:55.974093] [INFO ] [sig       ] OPCH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:56.111936] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OPCH.txt
[2025-12-11T20:29:56.112082] [INFO ] [sig       ] [2410/3605] Completed OPCH in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-11T20:29:56.112120] [INFO ] [sig       ] [2411/3605] Forecasting OPEN...
[2025-12-11T20:29:56.112149] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-11T20:29:56.112177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-11T20:29:56.124283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-11T20:29:56.124614] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-11T20:29:56.125393] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-11T20:29:56.125445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:56.125477] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:56.125503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:56.125559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:56.182447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:56.183105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:56.183185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:56.183217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:56.303482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:56.303669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:56.303747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:56.303777] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:56.307095] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-11T20:29:56.307365] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-11T20:29:56.307486] [INFO ] [sig       ] OPEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:56.444073] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OPEN.txt
[2025-12-11T20:29:56.444197] [INFO ] [sig       ] [2411/3605] Completed OPEN in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-11T20:29:56.444234] [INFO ] [sig       ] [2412/3605] Forecasting OPFI...
[2025-12-11T20:29:56.444262] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-11T20:29:56.444290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-11T20:29:56.455863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-11T20:29:56.456202] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-11T20:29:56.456993] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-11T20:29:56.457044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:56.457076] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:56.457101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:56.457155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:56.513687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:56.514356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:56.514436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:56.514470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:56.633861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:56.634024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:56.634066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:56.634094] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:56.637435] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-11T20:29:56.637722] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-11T20:29:56.637872] [INFO ] [sig       ] OPFI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:56.774595] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OPFI.txt
[2025-12-11T20:29:56.774727] [INFO ] [sig       ] [2412/3605] Completed OPFI in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-11T20:29:56.774765] [INFO ] [sig       ] [2413/3605] Forecasting OPK...
[2025-12-11T20:29:56.774793] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-11T20:29:56.774821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-11T20:29:56.786322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-11T20:29:56.786643] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-11T20:29:56.787384] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-11T20:29:56.787434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:56.787465] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:56.787491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:56.787545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:56.844269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:56.845094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:56.845194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:56.845228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:56.961908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:56.962076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:56.962115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:56.962145] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:56.965551] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=60.85%)
[2025-12-11T20:29:56.965840] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-11T20:29:56.965972] [INFO ] [sig       ] OPK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:57.102814] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OPK.txt
[2025-12-11T20:29:57.102974] [INFO ] [sig       ] [2413/3605] Completed OPK in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-11T20:29:57.103013] [INFO ] [sig       ] [2414/3605] Forecasting OPP...
[2025-12-11T20:29:57.103043] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-11T20:29:57.103073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-11T20:29:57.113728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-11T20:29:57.114017] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-11T20:29:57.114786] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-11T20:29:57.114835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:57.114865] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:57.114891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:57.114945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:57.170291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:57.170997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:57.171074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:57.171105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:57.285299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:57.285447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:57.285486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:57.285513] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:57.288771] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-11T20:29:57.289035] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-11T20:29:57.289153] [INFO ] [sig       ] OPP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:57.424537] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OPP.txt
[2025-12-11T20:29:57.424683] [INFO ] [sig       ] [2414/3605] Completed OPP in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-11T20:29:57.424721] [INFO ] [sig       ] [2415/3605] Forecasting OPRA...
[2025-12-11T20:29:57.424750] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-11T20:29:57.424779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-11T20:29:57.437061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-11T20:29:57.437360] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-11T20:29:57.438170] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-11T20:29:57.438221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:57.438262] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:57.438289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:57.438347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:57.493403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:57.494000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:57.494073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:57.494105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:57.612912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:57.613034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:57.613069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:57.613095] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:57.616341] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=34.93%)
[2025-12-11T20:29:57.616630] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-11T20:29:57.616752] [INFO ] [sig       ] OPRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:57.752323] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OPRA.txt
[2025-12-11T20:29:57.752435] [INFO ] [sig       ] [2415/3605] Completed OPRA in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:29:57.752471] [INFO ] [sig       ] [2416/3605] Forecasting OPRX...
[2025-12-11T20:29:57.752499] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-11T20:29:57.752526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-11T20:29:57.763830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-11T20:29:57.764113] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-11T20:29:57.764911] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-11T20:29:57.764962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:57.764994] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:57.765020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:57.765075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:57.820420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:57.821017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:57.821090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:57.821121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:57.938260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:57.938418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:57.938457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:57.938484] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:57.941740] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=29.51%)
[2025-12-11T20:29:57.942001] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-11T20:29:57.942119] [INFO ] [sig       ] OPRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:58.077308] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OPRX.txt
[2025-12-11T20:29:58.077423] [INFO ] [sig       ] [2416/3605] Completed OPRX in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:29:58.077461] [INFO ] [sig       ] [2417/3605] Forecasting OPTX...
[2025-12-11T20:29:58.077491] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-11T20:29:58.077520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-11T20:29:58.088321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-11T20:29:58.088637] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-11T20:29:58.089369] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-11T20:29:58.089423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:58.089478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:58.089505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:58.089561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:58.144960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:58.145685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:58.145762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:58.145794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:58.267631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:58.267783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:58.267823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:58.270350] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:58.273640] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-11T20:29:58.273899] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-11T20:29:58.274019] [INFO ] [sig       ] OPTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:58.411448] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OPTX.txt
[2025-12-11T20:29:58.411609] [INFO ] [sig       ] [2417/3605] Completed OPTX in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:29:58.411650] [INFO ] [sig       ] [2418/3605] Forecasting OPXS...
[2025-12-11T20:29:58.411680] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-11T20:29:58.411710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-11T20:29:58.422710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-11T20:29:58.423029] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-11T20:29:58.423800] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-11T20:29:58.423852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:58.423884] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:58.423912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:58.423968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:58.480029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:58.480801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:58.480882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:58.480914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:58.597324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:58.597473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:58.597513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:58.597541] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:58.600829] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-11T20:29:58.601094] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-11T20:29:58.601217] [INFO ] [sig       ] OPXS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:58.736797] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OPXS.txt
[2025-12-11T20:29:58.736938] [INFO ] [sig       ] [2418/3605] Completed OPXS in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:29:58.736977] [INFO ] [sig       ] [2419/3605] Forecasting ORA...
[2025-12-11T20:29:58.737013] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-11T20:29:58.737043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-11T20:29:58.747992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-11T20:29:58.748324] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-11T20:29:58.749092] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-11T20:29:58.749142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:58.749173] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:58.749199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:58.749255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:58.804539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:58.805295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:58.805374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:58.805407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:58.924476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:58.924637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:58.924675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:58.924702] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:58.927943] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=21.87%)
[2025-12-11T20:29:58.928202] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-11T20:29:58.928319] [INFO ] [sig       ] ORA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:59.066914] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ORA.txt
[2025-12-11T20:29:59.067025] [INFO ] [sig       ] [2419/3605] Completed ORA in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:29:59.067062] [INFO ] [sig       ] [2420/3605] Forecasting ORC...
[2025-12-11T20:29:59.067090] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-11T20:29:59.067118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-11T20:29:59.078333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-11T20:29:59.078646] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-11T20:29:59.079432] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-11T20:29:59.079496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:59.079535] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:59.079562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:59.079637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:59.138633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:59.139249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:59.139326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:59.139359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:59.255984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:59.256126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:59.256164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:59.256224] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:59.259520] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-12-11T20:29:59.259806] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-11T20:29:59.259928] [INFO ] [sig       ] ORC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:29:59.397621] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ORC.txt
[2025-12-11T20:29:59.397744] [INFO ] [sig       ] [2420/3605] Completed ORC in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:29:59.397781] [INFO ] [sig       ] [2421/3605] Forecasting ORGO...
[2025-12-11T20:29:59.397810] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-11T20:29:59.397852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-11T20:29:59.408873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-11T20:29:59.409143] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-11T20:29:59.409906] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-11T20:29:59.409955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:59.409986] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:59.410011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:59.410066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:59.466192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:59.466864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:59.466941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:59.466974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:59.586592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:59.586758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:59.586799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:59.586827] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:59.590371] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-11T20:29:59.590682] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-11T20:29:59.590812] [INFO ] [sig       ] ORGO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:29:59.734208] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ORGO.txt
[2025-12-11T20:29:59.734374] [INFO ] [sig       ] [2421/3605] Completed ORGO in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:29:59.734417] [INFO ] [sig       ] [2422/3605] Forecasting ORIC...
[2025-12-11T20:29:59.734451] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-11T20:29:59.734480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-11T20:29:59.746459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-11T20:29:59.746861] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-11T20:29:59.747753] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-11T20:29:59.747805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:29:59.747864] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:29:59.747894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:29:59.747951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:29:59.808259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:29:59.809189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:29:59.809277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:29:59.809310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:29:59.936380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:29:59.936558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:29:59.936623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:29:59.936671] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:29:59.940266] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-11T20:29:59.940545] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-11T20:29:59.940693] [INFO ] [sig       ] ORIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:00.081382] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ORIC.txt
[2025-12-11T20:30:00.081522] [INFO ] [sig       ] [2422/3605] Completed ORIC in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:30:00.081562] [INFO ] [sig       ] [2423/3605] Forecasting ORKA...
[2025-12-11T20:30:00.081611] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-11T20:30:00.081643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-11T20:30:00.094332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-11T20:30:00.094685] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-11T20:30:00.095484] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-11T20:30:00.095535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:00.095569] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:00.095618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:00.095674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:00.152971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:00.153770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:00.153857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:00.153888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:00.274605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:00.274764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:00.274803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:00.274830] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:00.278132] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-11T20:30:00.278398] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-11T20:30:00.278520] [INFO ] [sig       ] ORKA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:00.416628] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ORKA.txt
[2025-12-11T20:30:00.416757] [INFO ] [sig       ] [2423/3605] Completed ORKA in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:30:00.416794] [INFO ] [sig       ] [2424/3605] Forecasting ORLY...
[2025-12-11T20:30:00.416821] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-11T20:30:00.416850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-11T20:30:00.427904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-11T20:30:00.428187] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-11T20:30:00.428952] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-11T20:30:00.429002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:00.429033] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:00.429058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:00.429113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:00.484950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:00.485831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:00.485917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:00.485965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:00.603626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:00.603777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:00.603815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:00.603842] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:00.607119] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-11T20:30:00.607381] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-11T20:30:00.607503] [INFO ] [sig       ] ORLY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:00.743659] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ORLY.txt
[2025-12-11T20:30:00.743784] [INFO ] [sig       ] [2424/3605] Completed ORLY in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-11T20:30:00.743822] [INFO ] [sig       ] [2425/3605] Forecasting ORMP...
[2025-12-11T20:30:00.743850] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-11T20:30:00.743879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-11T20:30:00.754429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-11T20:30:00.754739] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-11T20:30:00.755479] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-11T20:30:00.755529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:00.755560] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:00.755609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:00.755665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:00.812812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:00.813533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:00.813630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:00.813664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:00.930976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:00.931130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:00.931170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:00.931197] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:00.934495] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=66.74%)
[2025-12-11T20:30:00.934786] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-11T20:30:00.934914] [INFO ] [sig       ] ORMP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:01.084712] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ORMP.txt
[2025-12-11T20:30:01.084930] [INFO ] [sig       ] [2425/3605] Completed ORMP in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-11T20:30:01.084971] [INFO ] [sig       ] [2426/3605] Forecasting ORN...
[2025-12-11T20:30:01.085001] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-11T20:30:01.085039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-11T20:30:01.101594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-11T20:30:01.101949] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-11T20:30:01.102726] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-11T20:30:01.102776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:01.102807] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:01.102832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:01.102897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:01.166323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:01.167194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:01.167291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:01.167325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:01.290779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:01.290932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:01.290971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:01.290999] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:01.294348] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=55.15%)
[2025-12-11T20:30:01.294643] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-11T20:30:01.294767] [INFO ] [sig       ] ORN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:01.435962] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ORN.txt
[2025-12-11T20:30:01.436135] [INFO ] [sig       ] [2426/3605] Completed ORN in 0.4s | 2.94 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-11T20:30:01.436175] [INFO ] [sig       ] [2427/3605] Forecasting ORRF...
[2025-12-11T20:30:01.436204] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-11T20:30:01.436232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-11T20:30:01.448488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-11T20:30:01.448878] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-11T20:30:01.449670] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-11T20:30:01.449722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:01.449752] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:01.449780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:01.449835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:01.507213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:01.508100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:01.508212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:01.508244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:01.633324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:01.633518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:01.634174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:01.634215] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:01.638085] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=25.83%)
[2025-12-11T20:30:01.638382] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-11T20:30:01.638512] [INFO ] [sig       ] ORRF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:01.792207] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ORRF.txt
[2025-12-11T20:30:01.792376] [INFO ] [sig       ] [2427/3605] Completed ORRF in 0.4s | 2.94 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-11T20:30:01.792427] [INFO ] [sig       ] [2428/3605] Forecasting OS...
[2025-12-11T20:30:01.792466] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-11T20:30:01.792502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-11T20:30:01.806360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-11T20:30:01.806809] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-11T20:30:01.808079] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-11T20:30:01.808141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:01.808180] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:01.808215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:01.808274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:01.870253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:01.871165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:01.871251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:01.871290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:02.005472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:02.005693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:02.005764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:02.005816] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:02.011607] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-11T20:30:02.012132] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-11T20:30:02.012346] [INFO ] [sig       ] OS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:02.175883] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OS.txt
[2025-12-11T20:30:02.176068] [INFO ] [sig       ] [2428/3605] Completed OS in 0.4s | 2.94 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-11T20:30:02.176113] [INFO ] [sig       ] [2429/3605] Forecasting OSBC...
[2025-12-11T20:30:02.176143] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-11T20:30:02.176171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-11T20:30:02.188717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-11T20:30:02.189118] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-11T20:30:02.189947] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-11T20:30:02.190009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:02.190048] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:02.190075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:02.190131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:02.253503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:02.254374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:02.254460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:02.254493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:02.379444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:02.379608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:02.379651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:02.379679] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:02.382964] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-11T20:30:02.383233] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-11T20:30:02.383352] [INFO ] [sig       ] OSBC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:02.524943] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OSBC.txt
[2025-12-11T20:30:02.525082] [INFO ] [sig       ] [2429/3605] Completed OSBC in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-11T20:30:02.525120] [INFO ] [sig       ] [2430/3605] Forecasting OSIS...
[2025-12-11T20:30:02.525149] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-11T20:30:02.525177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-11T20:30:02.537104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-11T20:30:02.537458] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-11T20:30:02.538356] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-11T20:30:02.538408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:02.538439] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:02.538465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:02.538520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:02.598119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:02.599045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:02.599130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:02.599163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:02.721048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:02.721203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:02.721243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:02.721270] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:02.724509] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=48.14%)
[2025-12-11T20:30:02.724789] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-11T20:30:02.724910] [INFO ] [sig       ] OSIS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:02.861373] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OSIS.txt
[2025-12-11T20:30:02.861531] [INFO ] [sig       ] [2430/3605] Completed OSIS in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-11T20:30:02.861588] [INFO ] [sig       ] [2431/3605] Forecasting OSPN...
[2025-12-11T20:30:02.861620] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-11T20:30:02.861650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-11T20:30:02.938389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-11T20:30:02.938759] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-11T20:30:02.939599] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-11T20:30:02.939654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:02.939688] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:02.939716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:02.939774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:02.998282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:02.999157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:02.999243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:02.999276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:03.117480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:03.117626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:03.117669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:03.117696] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:03.121121] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-11T20:30:03.121423] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-11T20:30:03.121560] [INFO ] [sig       ] OSPN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:03.267993] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OSPN.txt
[2025-12-11T20:30:03.268153] [INFO ] [sig       ] [2431/3605] Completed OSPN in 0.4s | 2.94 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-11T20:30:03.268201] [INFO ] [sig       ] [2432/3605] Forecasting OSS...
[2025-12-11T20:30:03.268231] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-11T20:30:03.268262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-11T20:30:03.280083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-11T20:30:03.280432] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-11T20:30:03.281256] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-11T20:30:03.281309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:03.281340] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:03.281366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:03.281426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:03.339162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:03.340017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:03.340097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:03.340131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:03.462001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:03.462151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:03.462191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:03.462219] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:03.465512] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-12-11T20:30:03.465800] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-11T20:30:03.465925] [INFO ] [sig       ] OSS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:03.602836] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OSS.txt
[2025-12-11T20:30:03.602966] [INFO ] [sig       ] [2432/3605] Completed OSS in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-11T20:30:03.603004] [INFO ] [sig       ] [2433/3605] Forecasting OTEX...
[2025-12-11T20:30:03.603033] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-11T20:30:03.603061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-11T20:30:03.613703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-11T20:30:03.613986] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-11T20:30:03.614745] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-11T20:30:03.614795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:03.614826] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:03.614853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:03.614908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:03.670026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:03.670687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:03.670763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:03.670795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:03.791107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:03.791260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:03.791298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:03.791325] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:03.794651] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=31.25%)
[2025-12-11T20:30:03.794931] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-11T20:30:03.795050] [INFO ] [sig       ] OTEX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:03.931061] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OTEX.txt
[2025-12-11T20:30:03.931191] [INFO ] [sig       ] [2433/3605] Completed OTEX in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:03.931229] [INFO ] [sig       ] [2434/3605] Forecasting OTIS...
[2025-12-11T20:30:03.931257] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-11T20:30:03.931286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-11T20:30:03.942777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-11T20:30:03.943122] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-11T20:30:03.943923] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-11T20:30:03.943974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:03.944031] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:03.944059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:03.944115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:04.000904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:04.001598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:04.001677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:04.001709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:04.122155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:04.122366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:04.122406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:04.122434] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:04.125737] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-12-11T20:30:04.125999] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-11T20:30:04.126118] [INFO ] [sig       ] OTIS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:04.264017] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OTIS.txt
[2025-12-11T20:30:04.264146] [INFO ] [sig       ] [2434/3605] Completed OTIS in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:04.264185] [INFO ] [sig       ] [2435/3605] Forecasting OTLY...
[2025-12-11T20:30:04.264213] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-11T20:30:04.264243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-11T20:30:04.274791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-11T20:30:04.275096] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-11T20:30:04.275859] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-11T20:30:04.275909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:04.275940] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:04.275966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:04.276020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:04.332649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:04.333360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:04.333438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:04.333469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:04.451332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:04.451537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:04.451606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:04.451642] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:04.455095] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=42.01%)
[2025-12-11T20:30:04.455438] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-11T20:30:04.455604] [INFO ] [sig       ] OTLY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:04.596192] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OTLY.txt
[2025-12-11T20:30:04.596351] [INFO ] [sig       ] [2435/3605] Completed OTLY in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:04.596391] [INFO ] [sig       ] [2436/3605] Forecasting OVID...
[2025-12-11T20:30:04.596421] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-11T20:30:04.596451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-11T20:30:04.608552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-11T20:30:04.608963] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-11T20:30:04.609747] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-11T20:30:04.609798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:04.609829] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:04.609856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:04.609911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:04.666364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:04.667201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:04.667282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:04.667314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:04.784505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:04.784673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:04.784713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:04.784741] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:04.790973] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=22.16%)
[2025-12-11T20:30:04.791325] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-11T20:30:04.791459] [INFO ] [sig       ] OVID: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:04.928340] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OVID.txt
[2025-12-11T20:30:04.928470] [INFO ] [sig       ] [2436/3605] Completed OVID in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:04.928506] [INFO ] [sig       ] [2437/3605] Forecasting OVLY...
[2025-12-11T20:30:04.928535] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-11T20:30:04.928564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-11T20:30:04.941612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-11T20:30:04.942003] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-11T20:30:04.942881] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-11T20:30:04.942938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:04.942970] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:04.942996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:04.943051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:05.000092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:05.000936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:05.001036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:05.001071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:05.097738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:05.097906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:05.097946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:05.098008] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:05.101311] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2025-12-11T20:30:05.101593] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-11T20:30:05.101716] [INFO ] [sig       ] OVLY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:05.237494] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OVLY.txt
[2025-12-11T20:30:05.237624] [INFO ] [sig       ] [2437/3605] Completed OVLY in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:05.237664] [INFO ] [sig       ] [2438/3605] Forecasting OWL...
[2025-12-11T20:30:05.237692] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-11T20:30:05.237720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-11T20:30:05.249865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-11T20:30:05.250225] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-11T20:30:05.251029] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-11T20:30:05.251080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:05.251111] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:05.251136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:05.251190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:05.307458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:05.308321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:05.308406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:05.308438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:05.427615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:05.427759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:05.427797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:05.427824] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:05.431184] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=72.45%)
[2025-12-11T20:30:05.431483] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-11T20:30:05.431656] [INFO ] [sig       ] OWL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:05.571029] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OWL.txt
[2025-12-11T20:30:05.571177] [INFO ] [sig       ] [2438/3605] Completed OWL in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:05.571216] [INFO ] [sig       ] [2439/3605] Forecasting OXLC...
[2025-12-11T20:30:05.571245] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-11T20:30:05.571274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-11T20:30:05.582689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-11T20:30:05.583034] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-11T20:30:05.583818] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-11T20:30:05.583882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:05.583913] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:05.583938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:05.583993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:05.644494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:05.645370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:05.645453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:05.645484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:05.765652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:05.765809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:05.765849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:05.765877] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:05.769330] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-12-11T20:30:05.769622] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-11T20:30:05.769746] [INFO ] [sig       ] OXLC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:05.907257] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OXLC.txt
[2025-12-11T20:30:05.907391] [INFO ] [sig       ] [2439/3605] Completed OXLC in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:05.907428] [INFO ] [sig       ] [2440/3605] Forecasting OXM...
[2025-12-11T20:30:05.907457] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-11T20:30:05.907487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-11T20:30:05.919328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-11T20:30:05.919669] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-11T20:30:05.920429] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-11T20:30:05.920480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:05.920511] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:05.920537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:05.920614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:05.975679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:05.976275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:05.976352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:05.976383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:06.094499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:06.094663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:06.094703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:06.094729] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:06.097986] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=36.12%)
[2025-12-11T20:30:06.098245] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-11T20:30:06.098362] [INFO ] [sig       ] OXM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:06.236558] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OXM.txt
[2025-12-11T20:30:06.236712] [INFO ] [sig       ] [2440/3605] Completed OXM in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:06.236749] [INFO ] [sig       ] [2441/3605] Forecasting OXSQ...
[2025-12-11T20:30:06.236778] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-11T20:30:06.236807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-11T20:30:06.248426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-11T20:30:06.248951] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-11T20:30:06.249717] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-11T20:30:06.249768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:06.249800] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:06.249827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:06.249881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:06.305075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:06.305769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:06.305845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:06.305877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:06.422842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:06.422989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:06.423026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:06.423054] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:06.426315] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-12-11T20:30:06.426598] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-11T20:30:06.426724] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:06.562190] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OXSQ.txt
[2025-12-11T20:30:06.562317] [INFO ] [sig       ] [2441/3605] Completed OXSQ in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:06.562356] [INFO ] [sig       ] [2442/3605] Forecasting OZEM...
[2025-12-11T20:30:06.562385] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-11T20:30:06.562414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-11T20:30:06.573449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-11T20:30:06.573800] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-11T20:30:06.574550] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-11T20:30:06.574620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:06.574652] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:06.574678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:06.574733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:06.629928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:06.630615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:06.630691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:06.630722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:06.736454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:06.736627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:06.736667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:06.736695] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:06.739985] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-11T20:30:06.740247] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-11T20:30:06.740365] [INFO ] [sig       ] OZEM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:06.878629] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OZEM.txt
[2025-12-11T20:30:06.878766] [INFO ] [sig       ] [2442/3605] Completed OZEM in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-11T20:30:06.878811] [INFO ] [sig       ] [2443/3605] Forecasting OZK...
[2025-12-11T20:30:06.878840] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-11T20:30:06.878869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-11T20:30:06.890544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-11T20:30:06.890873] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-11T20:30:06.891638] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-11T20:30:06.891689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:06.891720] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:06.891745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:06.891801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:06.946945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:06.947664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:06.947741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:06.947773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:07.070799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:07.070957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:07.070997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:07.071026] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:07.074467] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-11T20:30:07.074815] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-11T20:30:07.074976] [INFO ] [sig       ] OZK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:07.215842] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/OZK.txt
[2025-12-11T20:30:07.216015] [INFO ] [sig       ] [2443/3605] Completed OZK in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-11T20:30:07.216068] [INFO ] [sig       ] [2444/3605] Forecasting OZKAP...
[2025-12-11T20:30:07.216111] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-11T20:30:07.216142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-11T20:30:07.229271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-11T20:30:07.229623] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-11T20:30:07.230466] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-11T20:30:07.230529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:07.230596] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:07.230632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:07.230688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:07.295453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:07.296375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:07.296509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:07.296548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:07.420377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:07.420534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:07.420591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:07.420623] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:07.423982] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-11T20:30:07.424270] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-11T20:30:07.424394] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:07.565196] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/OZKAP.txt
[2025-12-11T20:30:07.565322] [INFO ] [sig       ] [2444/3605] Completed OZKAP in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-11T20:30:07.565360] [INFO ] [sig       ] [2445/3605] Forecasting PAA...
[2025-12-11T20:30:07.565389] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-11T20:30:07.565424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-11T20:30:07.577173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-11T20:30:07.577492] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-11T20:30:07.578328] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-11T20:30:07.578380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:07.578410] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:07.578436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:07.578491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:07.635676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:07.636326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:07.636405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:07.636438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:07.754520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:07.754698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:07.754738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:07.754766] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:07.758062] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=73.41%)
[2025-12-11T20:30:07.758330] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-11T20:30:07.758451] [INFO ] [sig       ] PAA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:07.895800] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PAA.txt
[2025-12-11T20:30:07.895937] [INFO ] [sig       ] [2445/3605] Completed PAA in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-11T20:30:07.895976] [INFO ] [sig       ] [2446/3605] Forecasting PAAS...
[2025-12-11T20:30:07.896005] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-11T20:30:07.896041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-11T20:30:07.907760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-11T20:30:07.908117] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-11T20:30:07.908912] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-11T20:30:07.908965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:07.908997] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:07.909022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:07.909078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:07.965945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:07.966811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:07.966895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:07.966928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:08.090605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:08.090767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:08.090825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:08.090854] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:08.094253] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-11T20:30:08.094524] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-11T20:30:08.094662] [INFO ] [sig       ] PAAS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:08.250175] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PAAS.txt
[2025-12-11T20:30:08.250308] [INFO ] [sig       ] [2446/3605] Completed PAAS in 0.4s | 2.94 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-11T20:30:08.250345] [INFO ] [sig       ] [2447/3605] Forecasting PAC...
[2025-12-11T20:30:08.250374] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-11T20:30:08.250403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-11T20:30:08.261886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-11T20:30:08.262168] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-11T20:30:08.262981] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-11T20:30:08.263044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:08.263077] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:08.263105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:08.263162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:08.321849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:08.322460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:08.322538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:08.322570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:08.464554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:08.464719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:08.464759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:08.464786] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:08.468068] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=72.35%)
[2025-12-11T20:30:08.468336] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-11T20:30:08.468455] [INFO ] [sig       ] PAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:08.604963] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PAC.txt
[2025-12-11T20:30:08.605111] [INFO ] [sig       ] [2447/3605] Completed PAC in 0.4s | 2.94 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-11T20:30:08.605149] [INFO ] [sig       ] [2448/3605] Forecasting PACB...
[2025-12-11T20:30:08.605178] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-11T20:30:08.605207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-11T20:30:08.616337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-11T20:30:08.616623] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-11T20:30:08.617359] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-11T20:30:08.617409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:08.617442] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:08.617468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:08.617523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:08.673200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:08.673868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:08.673943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:08.673974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:08.788483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:08.788635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:08.788677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:08.788704] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:08.791894] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-12-11T20:30:08.792151] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-11T20:30:08.792269] [INFO ] [sig       ] PACB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:08.931629] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PACB.txt
[2025-12-11T20:30:08.931747] [INFO ] [sig       ] [2448/3605] Completed PACB in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-11T20:30:08.931783] [INFO ] [sig       ] [2449/3605] Forecasting PACK...
[2025-12-11T20:30:08.931812] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-11T20:30:08.931840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-11T20:30:08.942881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-11T20:30:08.943153] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-11T20:30:08.943910] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-11T20:30:08.943960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:08.943991] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:08.944017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:08.944071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:09.002182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:09.002857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:09.002937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:09.002968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:09.122255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:09.122357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:09.122391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:09.122418] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:09.125467] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-11T20:30:09.125747] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-11T20:30:09.125865] [INFO ] [sig       ] PACK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:09.262001] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PACK.txt
[2025-12-11T20:30:09.262115] [INFO ] [sig       ] [2449/3605] Completed PACK in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-11T20:30:09.262151] [INFO ] [sig       ] [2450/3605] Forecasting PAGP...
[2025-12-11T20:30:09.262180] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-11T20:30:09.262208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-11T20:30:09.273311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-11T20:30:09.273564] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-11T20:30:09.274315] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-11T20:30:09.274365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:09.274408] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:09.274436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:09.274491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:09.330118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:09.330719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:09.330792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:09.330824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:09.462950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:09.463113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:09.463180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:09.463219] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:09.466677] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=31.16%)
[2025-12-11T20:30:09.467002] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-11T20:30:09.467140] [INFO ] [sig       ] PAGP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:09.608626] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PAGP.txt
[2025-12-11T20:30:09.608772] [INFO ] [sig       ] [2450/3605] Completed PAGP in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-11T20:30:09.608810] [INFO ] [sig       ] [2451/3605] Forecasting PAGS...
[2025-12-11T20:30:09.608839] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-11T20:30:09.608868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-11T20:30:09.619974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-11T20:30:09.620278] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-11T20:30:09.621050] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-11T20:30:09.621100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:09.621156] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:09.621184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:09.621239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:09.678397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:09.679199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:09.679291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:09.679332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:09.800810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:09.800962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:09.801001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:09.801027] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:09.804696] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=64.53%)
[2025-12-11T20:30:09.804962] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-11T20:30:09.805079] [INFO ] [sig       ] PAGS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:09.942859] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PAGS.txt
[2025-12-11T20:30:09.942987] [INFO ] [sig       ] [2451/3605] Completed PAGS in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-11T20:30:09.943028] [INFO ] [sig       ] [2452/3605] Forecasting PAHC...
[2025-12-11T20:30:09.943056] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-11T20:30:09.943084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-11T20:30:09.954254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-11T20:30:09.954588] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-11T20:30:09.955341] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-11T20:30:09.955402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:09.955435] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:09.955461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:09.955516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:10.011959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:10.012705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:10.012786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:10.012819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:10.140224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:10.140383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:10.140422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:10.140451] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:10.143934] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-11T20:30:10.144215] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-11T20:30:10.144338] [INFO ] [sig       ] PAHC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:10.290800] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PAHC.txt
[2025-12-11T20:30:10.290955] [INFO ] [sig       ] [2452/3605] Completed PAHC in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-11T20:30:10.290993] [INFO ] [sig       ] [2453/3605] Forecasting PAL...
[2025-12-11T20:30:10.291022] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-11T20:30:10.291051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-11T20:30:10.302022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-11T20:30:10.302336] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-11T20:30:10.303112] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-11T20:30:10.303163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:10.303194] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:10.303220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:10.303277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:10.359006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:10.359714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:10.359790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:10.359822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:10.472927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:10.473080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:10.473120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:10.473147] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:10.476408] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=40.62%)
[2025-12-11T20:30:10.476690] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-11T20:30:10.476810] [INFO ] [sig       ] PAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:10.624698] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PAL.txt
[2025-12-11T20:30:10.624866] [INFO ] [sig       ] [2453/3605] Completed PAL in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-11T20:30:10.624916] [INFO ] [sig       ] [2454/3605] Forecasting PAM...
[2025-12-11T20:30:10.624964] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-11T20:30:10.624999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-11T20:30:10.636362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-11T20:30:10.636783] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-11T20:30:10.637679] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-11T20:30:10.637739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:10.637771] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:10.637798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:10.637888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:10.701083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:10.701978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:10.702067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:10.702098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:10.822620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:10.822772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:10.822810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:10.822867] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:10.826148] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-11T20:30:10.826409] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-11T20:30:10.826528] [INFO ] [sig       ] PAM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:10.965535] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PAM.txt
[2025-12-11T20:30:10.965697] [INFO ] [sig       ] [2454/3605] Completed PAM in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-11T20:30:10.965747] [INFO ] [sig       ] [2455/3605] Forecasting PANL...
[2025-12-11T20:30:10.965777] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-11T20:30:10.965807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-11T20:30:10.977226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-11T20:30:10.977513] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-11T20:30:10.978325] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-11T20:30:10.978378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:10.978409] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:10.978435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:10.978493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:11.033746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:11.034377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:11.034453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:11.034484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:11.149357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:11.149499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:11.149538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:11.149565] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:11.152829] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=53.67%)
[2025-12-11T20:30:11.153090] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-11T20:30:11.153207] [INFO ] [sig       ] PANL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:11.289118] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PANL.txt
[2025-12-11T20:30:11.289249] [INFO ] [sig       ] [2455/3605] Completed PANL in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-11T20:30:11.289286] [INFO ] [sig       ] [2456/3605] Forecasting PASG...
[2025-12-11T20:30:11.289314] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-11T20:30:11.289343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-11T20:30:11.301186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-11T20:30:11.301457] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-11T20:30:11.302215] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-11T20:30:11.302264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:11.302294] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:11.302320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:11.302375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:11.357747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:11.358429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:11.358511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:11.358541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:11.475826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:11.475993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:11.476038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:11.476067] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:11.479769] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-11T20:30:11.480038] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-11T20:30:11.480159] [INFO ] [sig       ] PASG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:11.626727] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PASG.txt
[2025-12-11T20:30:11.626900] [INFO ] [sig       ] [2456/3605] Completed PASG in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-11T20:30:11.626953] [INFO ] [sig       ] [2457/3605] Forecasting PATH...
[2025-12-11T20:30:11.626995] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-11T20:30:11.627032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-11T20:30:11.639035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-11T20:30:11.639332] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-11T20:30:11.640182] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-11T20:30:11.640235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:11.640267] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:11.640294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:11.640350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:11.700876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:11.701600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:11.701690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:11.701729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:11.826503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:11.826680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:11.826726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:11.826770] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:11.830165] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-12-11T20:30:11.830435] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-11T20:30:11.830559] [INFO ] [sig       ] PATH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:11.966177] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PATH.txt
[2025-12-11T20:30:11.966301] [INFO ] [sig       ] [2457/3605] Completed PATH in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-11T20:30:11.966338] [INFO ] [sig       ] [2458/3605] Forecasting PATK...
[2025-12-11T20:30:11.966366] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-11T20:30:11.966395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-11T20:30:11.977662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-11T20:30:11.978013] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-11T20:30:11.978878] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-11T20:30:11.978940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:11.978979] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:11.979016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:11.979092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:12.055254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:12.056121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:12.056199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:12.056231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:12.171962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:12.172110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:12.172150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:12.172177] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:12.175451] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-11T20:30:12.175732] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-11T20:30:12.175851] [INFO ] [sig       ] PATK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:12.315880] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PATK.txt
[2025-12-11T20:30:12.316002] [INFO ] [sig       ] [2458/3605] Completed PATK in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-11T20:30:12.316039] [INFO ] [sig       ] [2459/3605] Forecasting PAX...
[2025-12-11T20:30:12.316067] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-11T20:30:12.316096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-11T20:30:12.327403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-11T20:30:12.327696] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-11T20:30:12.328480] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-11T20:30:12.328531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:12.328562] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:12.328610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:12.328666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:12.384039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:12.384672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:12.384746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:12.384789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:12.510600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:12.510756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:12.510797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:12.510824] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:12.514236] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2025-12-11T20:30:12.514528] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-11T20:30:12.514674] [INFO ] [sig       ] PAX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:12.659929] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PAX.txt
[2025-12-11T20:30:12.660061] [INFO ] [sig       ] [2459/3605] Completed PAX in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-11T20:30:12.660099] [INFO ] [sig       ] [2460/3605] Forecasting PAXS...
[2025-12-11T20:30:12.660128] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-11T20:30:12.660156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-11T20:30:12.671093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-11T20:30:12.671366] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-11T20:30:12.672133] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-11T20:30:12.672183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:12.672214] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:12.672240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:12.672298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:12.728166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:12.728782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:12.728856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:12.728887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:12.845977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:12.846133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:12.846172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:12.846203] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:12.849745] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-12-11T20:30:12.850038] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-11T20:30:12.850161] [INFO ] [sig       ] PAXS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:12.999959] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PAXS.txt
[2025-12-11T20:30:13.000114] [INFO ] [sig       ] [2460/3605] Completed PAXS in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-11T20:30:13.000157] [INFO ] [sig       ] [2461/3605] Forecasting PAY...
[2025-12-11T20:30:13.000188] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-11T20:30:13.000218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-11T20:30:13.011406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-11T20:30:13.011732] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-11T20:30:13.012531] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-11T20:30:13.012600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:13.012634] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:13.012674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:13.012732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:13.071681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:13.072432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:13.072544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:13.072605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:13.192320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:13.192453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:13.192494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:13.192522] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:13.195959] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-11T20:30:13.196229] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-11T20:30:13.196351] [INFO ] [sig       ] PAY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:13.342948] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PAY.txt
[2025-12-11T20:30:13.343093] [INFO ] [sig       ] [2461/3605] Completed PAY in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-11T20:30:13.343133] [INFO ] [sig       ] [2462/3605] Forecasting PAYC...
[2025-12-11T20:30:13.343165] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-11T20:30:13.343195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-11T20:30:13.354322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-11T20:30:13.354630] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-11T20:30:13.355415] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-11T20:30:13.355467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:13.355499] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:13.355528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:13.355616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:13.414077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:13.414802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:13.414882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:13.414915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:13.536214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:13.536367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:13.536408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:13.536437] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:13.539924] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-11T20:30:13.540209] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-11T20:30:13.540335] [INFO ] [sig       ] PAYC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:13.692689] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PAYC.txt
[2025-12-11T20:30:13.692846] [INFO ] [sig       ] [2462/3605] Completed PAYC in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-11T20:30:13.692887] [INFO ] [sig       ] [2463/3605] Forecasting PAYO...
[2025-12-11T20:30:13.692917] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-11T20:30:13.692948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-11T20:30:13.704346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-11T20:30:13.704685] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-11T20:30:13.705495] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-11T20:30:13.705553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:13.705616] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:13.705650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:13.705708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:13.765413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:13.766199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:13.766291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:13.766328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:13.892987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:13.893139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:13.893178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:13.893206] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:13.896697] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-11T20:30:13.896961] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-11T20:30:13.897081] [INFO ] [sig       ] PAYO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:14.044728] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PAYO.txt
[2025-12-11T20:30:14.044863] [INFO ] [sig       ] [2463/3605] Completed PAYO in 0.4s | 2.94 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-11T20:30:14.044902] [INFO ] [sig       ] [2464/3605] Forecasting PAYS...
[2025-12-11T20:30:14.044931] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-11T20:30:14.044961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-11T20:30:14.056106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-11T20:30:14.056408] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-11T20:30:14.057204] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-11T20:30:14.057256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:14.057289] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:14.057316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:14.057374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:14.116375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:14.117060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:14.117145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:14.117179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:14.234425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:14.234587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:14.234626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:14.234655] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:14.237936] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2025-12-11T20:30:14.238197] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-11T20:30:14.238322] [INFO ] [sig       ] PAYS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:14.381969] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PAYS.txt
[2025-12-11T20:30:14.382142] [INFO ] [sig       ] [2464/3605] Completed PAYS in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-11T20:30:14.382182] [INFO ] [sig       ] [2465/3605] Forecasting PAYX...
[2025-12-11T20:30:14.382211] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-11T20:30:14.382248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-11T20:30:14.393872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-11T20:30:14.394208] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-11T20:30:14.395015] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-11T20:30:14.395067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:14.395100] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:14.395126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:14.395183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:14.456692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:14.457622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:14.457705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:14.457737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:14.581176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:14.581330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:14.581383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:14.581416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:14.584864] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-11T20:30:14.585154] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-11T20:30:14.585294] [INFO ] [sig       ] PAYX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:14.736317] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PAYX.txt
[2025-12-11T20:30:14.736461] [INFO ] [sig       ] [2465/3605] Completed PAYX in 0.4s | 2.94 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-11T20:30:14.736499] [INFO ] [sig       ] [2466/3605] Forecasting PB...
[2025-12-11T20:30:14.736527] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-11T20:30:14.736558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-11T20:30:14.747773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-11T20:30:14.748132] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-11T20:30:14.748931] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-11T20:30:14.748981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:14.749012] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:14.749039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:14.749093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:14.804785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:14.805448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:14.805523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:14.805554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:14.923620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:14.923778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:14.923825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:14.923858] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:14.927135] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-11T20:30:14.927393] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-11T20:30:14.927514] [INFO ] [sig       ] PB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:15.068224] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PB.txt
[2025-12-11T20:30:15.068373] [INFO ] [sig       ] [2466/3605] Completed PB in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-11T20:30:15.068413] [INFO ] [sig       ] [2467/3605] Forecasting PBA...
[2025-12-11T20:30:15.068442] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-11T20:30:15.068470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-11T20:30:15.080140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-11T20:30:15.080475] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-11T20:30:15.081248] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-11T20:30:15.081298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:15.081329] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:15.081354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:15.081408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:15.136785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:15.137601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:15.137680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:15.137712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:15.257355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:15.257507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:15.257550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:15.257599] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:15.261003] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2025-12-11T20:30:15.261270] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-11T20:30:15.261391] [INFO ] [sig       ] PBA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:15.405663] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PBA.txt
[2025-12-11T20:30:15.405816] [INFO ] [sig       ] [2467/3605] Completed PBA in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-11T20:30:15.405871] [INFO ] [sig       ] [2468/3605] Forecasting PBF...
[2025-12-11T20:30:15.405913] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-11T20:30:15.405943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-11T20:30:15.417715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-11T20:30:15.418094] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-11T20:30:15.418891] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-11T20:30:15.418943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:15.419000] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:15.419028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:15.419085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:15.477324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:15.478077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:15.478156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:15.478189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:15.602065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:15.602215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:15.602255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:15.602281] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:15.605594] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-11T20:30:15.605862] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-11T20:30:15.605983] [INFO ] [sig       ] PBF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:15.756154] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PBF.txt
[2025-12-11T20:30:15.756308] [INFO ] [sig       ] [2468/3605] Completed PBF in 0.4s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:15.756346] [INFO ] [sig       ] [2469/3605] Forecasting PBFS...
[2025-12-11T20:30:15.756374] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-11T20:30:15.756404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-11T20:30:15.767725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-11T20:30:15.768078] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-11T20:30:15.768967] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-11T20:30:15.769017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:15.769049] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:15.769074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:15.769128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:15.826958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:15.827772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:15.827875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:15.827911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:15.928938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:15.929076] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:30:15.929126] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:15.929165] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:15.932438] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-11T20:30:15.932714] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-11T20:30:15.932832] [INFO ] [sig       ] PBFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:16.077590] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PBFS.txt
[2025-12-11T20:30:16.077727] [INFO ] [sig       ] [2469/3605] Completed PBFS in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:16.077767] [INFO ] [sig       ] [2470/3605] Forecasting PBH...
[2025-12-11T20:30:16.077799] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-11T20:30:16.077843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-11T20:30:16.088967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-11T20:30:16.089276] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-11T20:30:16.090112] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-11T20:30:16.090165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:16.090200] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:16.090228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:16.090286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:16.149753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:16.150478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:16.150559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:16.150610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:16.266618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:16.266807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:16.266848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:16.266875] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:16.270112] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=29.76%)
[2025-12-11T20:30:16.270369] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-11T20:30:16.270487] [INFO ] [sig       ] PBH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:16.419037] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PBH.txt
[2025-12-11T20:30:16.419184] [INFO ] [sig       ] [2470/3605] Completed PBH in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:16.419224] [INFO ] [sig       ] [2471/3605] Forecasting PBI...
[2025-12-11T20:30:16.419254] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-11T20:30:16.419285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-11T20:30:16.431008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-11T20:30:16.431378] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-11T20:30:16.432157] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-11T20:30:16.432215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:16.432247] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:16.432273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:16.432337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:16.490992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:16.491937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:16.492029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:16.492062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:16.612527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:16.612693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:16.612734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:16.612793] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:16.616327] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-12-11T20:30:16.616631] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-11T20:30:16.616760] [INFO ] [sig       ] PBI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:16.763715] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PBI.txt
[2025-12-11T20:30:16.763859] [INFO ] [sig       ] [2471/3605] Completed PBI in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:16.763898] [INFO ] [sig       ] [2472/3605] Forecasting PBM...
[2025-12-11T20:30:16.763928] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-11T20:30:16.763959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-11T20:30:16.774700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-11T20:30:16.774990] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-11T20:30:16.775758] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-11T20:30:16.775807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:16.775838] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:16.775864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:16.775919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:16.833850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:16.834681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:16.834761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:16.834795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:16.953540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:16.953709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:16.953754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:16.953789] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:16.957185] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: DOWN (p=35.17%)
[2025-12-11T20:30:16.957489] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-11T20:30:16.957640] [INFO ] [sig       ] PBM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:17.107275] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PBM.txt
[2025-12-11T20:30:17.107422] [INFO ] [sig       ] [2472/3605] Completed PBM in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:17.107459] [INFO ] [sig       ] [2473/3605] Forecasting PBYI...
[2025-12-11T20:30:17.107489] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-11T20:30:17.107517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-11T20:30:17.118559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-11T20:30:17.118893] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-11T20:30:17.119693] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-11T20:30:17.119743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:17.119773] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:17.119803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:17.119869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:17.177721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:17.178536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:17.178637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:17.178676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:17.302109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:17.302265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:17.302307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:17.302337] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:17.305726] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-12-11T20:30:17.306013] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-11T20:30:17.306138] [INFO ] [sig       ] PBYI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:17.451384] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PBYI.txt
[2025-12-11T20:30:17.451565] [INFO ] [sig       ] [2473/3605] Completed PBYI in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:17.451647] [INFO ] [sig       ] [2474/3605] Forecasting PCB...
[2025-12-11T20:30:17.451690] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-11T20:30:17.451724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-11T20:30:17.462435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-11T20:30:17.462750] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-11T20:30:17.463495] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-11T20:30:17.463555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:17.463604] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:17.463631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:17.463687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:17.521356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:17.522135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:17.522217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:17.522250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:17.639450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:17.639612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:17.639651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:17.639678] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:17.642933] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-11T20:30:17.643192] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-11T20:30:17.643309] [INFO ] [sig       ] PCB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:17.786395] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PCB.txt
[2025-12-11T20:30:17.786534] [INFO ] [sig       ] [2474/3605] Completed PCB in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:17.786589] [INFO ] [sig       ] [2475/3605] Forecasting PCF...
[2025-12-11T20:30:17.786620] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-11T20:30:17.786650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-11T20:30:17.798090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-11T20:30:17.798414] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-11T20:30:17.799227] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-11T20:30:17.799278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:17.799309] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:17.799335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:17.799389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:17.855796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:17.856562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:17.856660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:17.856694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:17.972251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:17.972403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:17.972445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:17.972473] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:17.975887] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-12-11T20:30:17.976180] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-11T20:30:17.976311] [INFO ] [sig       ] PCF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:18.121221] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PCF.txt
[2025-12-11T20:30:18.121362] [INFO ] [sig       ] [2475/3605] Completed PCF in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:18.121402] [INFO ] [sig       ] [2476/3605] Forecasting PCG...
[2025-12-11T20:30:18.121432] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-11T20:30:18.121462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-11T20:30:18.132670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-11T20:30:18.132967] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-11T20:30:18.133728] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-11T20:30:18.133776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:18.133813] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:18.133845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:18.133912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:18.191510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:18.192312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:18.192397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:18.192430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:18.317528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:18.317697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:18.317738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:18.317768] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:18.321203] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-12-11T20:30:18.321473] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-11T20:30:18.321613] [INFO ] [sig       ] PCG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:18.469704] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PCG.txt
[2025-12-11T20:30:18.469851] [INFO ] [sig       ] [2476/3605] Completed PCG in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:18.469890] [INFO ] [sig       ] [2477/3605] Forecasting PCH...
[2025-12-11T20:30:18.469919] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-11T20:30:18.469948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-11T20:30:18.481019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-11T20:30:18.481337] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-11T20:30:18.482173] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-11T20:30:18.482225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:18.482257] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:18.482283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:18.482341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:18.540375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:18.541235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:18.541323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:18.541359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:18.659709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:18.659867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:18.659913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:18.659946] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:18.663280] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-12-11T20:30:18.663543] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-11T20:30:18.663698] [INFO ] [sig       ] PCH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:18.803081] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PCH.txt
[2025-12-11T20:30:18.803231] [INFO ] [sig       ] [2477/3605] Completed PCH in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-11T20:30:18.803278] [INFO ] [sig       ] [2478/3605] Forecasting PCM...
[2025-12-11T20:30:18.803310] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-11T20:30:18.803340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-11T20:30:18.814142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-11T20:30:18.814427] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-11T20:30:18.815193] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-11T20:30:18.815243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:18.815274] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:18.815300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:18.815360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:18.874290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:18.875132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:18.875239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:18.875274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:18.996964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:18.997129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:18.997181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:18.997216] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:19.000648] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2025-12-11T20:30:19.000930] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-11T20:30:19.001057] [INFO ] [sig       ] PCM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:19.138459] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PCM.txt
[2025-12-11T20:30:19.138604] [INFO ] [sig       ] [2478/3605] Completed PCM in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-11T20:30:19.138644] [INFO ] [sig       ] [2479/3605] Forecasting PCN...
[2025-12-11T20:30:19.138671] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-11T20:30:19.138702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-11T20:30:19.149758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-11T20:30:19.150066] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-11T20:30:19.150892] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-11T20:30:19.150943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:19.150974] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:19.151000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:19.151054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:19.208138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:19.208861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:19.208940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:19.208973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:19.329354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:19.329487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:19.329526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:19.329553] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:19.332798] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-12-11T20:30:19.333057] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-11T20:30:19.333190] [INFO ] [sig       ] PCN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:19.480368] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PCN.txt
[2025-12-11T20:30:19.480511] [INFO ] [sig       ] [2479/3605] Completed PCN in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-11T20:30:19.480550] [INFO ] [sig       ] [2480/3605] Forecasting PCQ...
[2025-12-11T20:30:19.480594] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-11T20:30:19.480625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-11T20:30:19.491428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-11T20:30:19.491767] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-11T20:30:19.492560] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-11T20:30:19.492636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:19.492688] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:19.492734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:19.492795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:19.550211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:19.550981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:19.551062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:19.551097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:19.670126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:19.670304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:19.670369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:19.670422] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:19.675476] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=51.56%)
[2025-12-11T20:30:19.675875] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-11T20:30:19.676053] [INFO ] [sig       ] PCQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:19.825947] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PCQ.txt
[2025-12-11T20:30:19.826097] [INFO ] [sig       ] [2480/3605] Completed PCQ in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-11T20:30:19.826135] [INFO ] [sig       ] [2481/3605] Forecasting PCRX...
[2025-12-11T20:30:19.826163] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-11T20:30:19.826192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-11T20:30:19.837162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-11T20:30:19.837476] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-11T20:30:19.838298] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-11T20:30:19.838350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:19.838382] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:19.838409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:19.838469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:19.895738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:19.896413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:19.896492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:19.896526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:20.020850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:20.021002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:20.021042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:20.021088] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:20.024417] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-11T20:30:20.024715] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-11T20:30:20.024841] [INFO ] [sig       ] PCRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:20.179516] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PCRX.txt
[2025-12-11T20:30:20.179704] [INFO ] [sig       ] [2481/3605] Completed PCRX in 0.4s | 2.94 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-11T20:30:20.179746] [INFO ] [sig       ] [2482/3605] Forecasting PCTY...
[2025-12-11T20:30:20.179775] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-11T20:30:20.179804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-11T20:30:20.191279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-11T20:30:20.191610] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-11T20:30:20.192367] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-11T20:30:20.192417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:20.192448] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:20.192475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:20.192530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:20.247715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:20.248392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:20.248474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:20.248506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:20.366342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:20.366473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:20.366510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:20.366538] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:20.369754] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-11T20:30:20.370046] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-11T20:30:20.370165] [INFO ] [sig       ] PCTY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:20.507620] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PCTY.txt
[2025-12-11T20:30:20.507780] [INFO ] [sig       ] [2482/3605] Completed PCTY in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-11T20:30:20.507817] [INFO ] [sig       ] [2483/3605] Forecasting PCVX...
[2025-12-11T20:30:20.507865] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-11T20:30:20.507896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-11T20:30:20.519918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-11T20:30:20.520228] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-11T20:30:20.521010] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-11T20:30:20.521061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:20.521092] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:20.521118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:20.521178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:20.579302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:20.580085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:20.580181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:20.580215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:20.702225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:20.702369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:20.702407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:20.702435] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:20.705689] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2025-12-11T20:30:20.705968] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-11T20:30:20.706097] [INFO ] [sig       ] PCVX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:20.855384] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PCVX.txt
[2025-12-11T20:30:20.855518] [INFO ] [sig       ] [2483/3605] Completed PCVX in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-11T20:30:20.855556] [INFO ] [sig       ] [2484/3605] Forecasting PCYO...
[2025-12-11T20:30:20.855601] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-11T20:30:20.855631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-11T20:30:20.866605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-11T20:30:20.866949] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-11T20:30:20.867943] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-11T20:30:20.867996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:20.868029] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:20.868055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:20.868110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:20.924215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:20.924921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:20.925002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:20.925035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:21.042034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:21.042182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:21.042223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:21.042251] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:21.045495] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=33.48%)
[2025-12-11T20:30:21.045772] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-11T20:30:21.045891] [INFO ] [sig       ] PCYO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:21.183588] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PCYO.txt
[2025-12-11T20:30:21.183716] [INFO ] [sig       ] [2484/3605] Completed PCYO in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-11T20:30:21.183755] [INFO ] [sig       ] [2485/3605] Forecasting PD...
[2025-12-11T20:30:21.183784] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-11T20:30:21.183814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-11T20:30:21.195422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-11T20:30:21.195755] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-11T20:30:21.196526] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-11T20:30:21.196597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:21.196663] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:21.196714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:21.196796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:21.253366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:21.254059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:21.254138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:21.254171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:21.369540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:21.369696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:21.369736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:21.369762] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:21.372993] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=68.55%)
[2025-12-11T20:30:21.373251] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-11T20:30:21.373368] [INFO ] [sig       ] PD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:21.516795] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PD.txt
[2025-12-11T20:30:21.516924] [INFO ] [sig       ] [2485/3605] Completed PD in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-11T20:30:21.516962] [INFO ] [sig       ] [2486/3605] Forecasting PDBC...
[2025-12-11T20:30:21.516991] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-11T20:30:21.517020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-11T20:30:21.528706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-11T20:30:21.529017] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-11T20:30:21.529812] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-11T20:30:21.529864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:21.529897] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:21.529925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:21.530000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:21.586701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:21.587412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:21.587491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:21.587524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:21.703029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:21.703186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:21.703229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:21.703257] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:21.706702] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-11T20:30:21.706997] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-11T20:30:21.707125] [INFO ] [sig       ] PDBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:21.856951] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PDBC.txt
[2025-12-11T20:30:21.857078] [INFO ] [sig       ] [2486/3605] Completed PDBC in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-11T20:30:21.857117] [INFO ] [sig       ] [2487/3605] Forecasting PDD...
[2025-12-11T20:30:21.857150] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-11T20:30:21.857192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-11T20:30:21.869190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-11T20:30:21.869506] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-11T20:30:21.870334] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-11T20:30:21.870392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:21.870424] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:21.870452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:21.870508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:21.927949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:21.928723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:21.928805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:21.928840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:22.048830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:22.048986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:22.049027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:22.049056] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:22.052544] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2025-12-11T20:30:22.052861] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-11T20:30:22.052995] [INFO ] [sig       ] PDD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:22.249671] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PDD.txt
[2025-12-11T20:30:22.249807] [INFO ] [sig       ] [2487/3605] Completed PDD in 0.4s | 2.94 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-11T20:30:22.249844] [INFO ] [sig       ] [2488/3605] Forecasting PDEX...
[2025-12-11T20:30:22.249873] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-11T20:30:22.249902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-11T20:30:22.260528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-11T20:30:22.260831] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-11T20:30:22.261594] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-11T20:30:22.261644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:22.261675] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:22.261700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:22.261753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:22.318053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:22.318773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:22.318855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:22.318889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:22.444166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:22.444280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:22.444319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:22.444378] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:22.447882] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=80.02%)
[2025-12-11T20:30:22.448157] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-11T20:30:22.448288] [INFO ] [sig       ] PDEX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:22.597683] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PDEX.txt
[2025-12-11T20:30:22.597816] [INFO ] [sig       ] [2488/3605] Completed PDEX in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-11T20:30:22.597877] [INFO ] [sig       ] [2489/3605] Forecasting PDFS...
[2025-12-11T20:30:22.597910] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-11T20:30:22.597950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-11T20:30:22.609413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-11T20:30:22.609772] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-11T20:30:22.610623] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-11T20:30:22.610677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:22.610710] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:22.610738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:22.610797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:22.668861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:22.669568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:22.669662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:22.669693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:22.793310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:22.793456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:22.793494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:22.793521] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:22.796789] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-11T20:30:22.797048] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-11T20:30:22.797169] [INFO ] [sig       ] PDFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:22.943175] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PDFS.txt
[2025-12-11T20:30:22.943328] [INFO ] [sig       ] [2489/3605] Completed PDFS in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-11T20:30:22.943370] [INFO ] [sig       ] [2490/3605] Forecasting PDI...
[2025-12-11T20:30:22.943401] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-11T20:30:22.943432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-11T20:30:22.955541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-11T20:30:22.955986] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-11T20:30:22.956887] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-11T20:30:22.956941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:22.956974] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:22.957001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:22.957059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:23.017179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:23.018035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:23.018119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:23.018154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:23.137517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:23.137673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:23.137712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:23.137741] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:23.140990] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-11T20:30:23.141249] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-11T20:30:23.141364] [INFO ] [sig       ] PDI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:23.289291] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PDI.txt
[2025-12-11T20:30:23.289432] [INFO ] [sig       ] [2490/3605] Completed PDI in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-11T20:30:23.289473] [INFO ] [sig       ] [2491/3605] Forecasting PDLB...
[2025-12-11T20:30:23.289504] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-11T20:30:23.289535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-11T20:30:23.300732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-11T20:30:23.301016] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-11T20:30:23.301823] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-11T20:30:23.301875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:23.301906] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:23.301932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:23.301988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:23.358920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:23.359616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:23.359697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:23.359731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:23.479383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:23.479530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:23.479568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:23.479618] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:23.482897] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-12-11T20:30:23.483155] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-11T20:30:23.483274] [INFO ] [sig       ] PDLB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:23.627883] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PDLB.txt
[2025-12-11T20:30:23.628020] [INFO ] [sig       ] [2491/3605] Completed PDLB in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-11T20:30:23.628058] [INFO ] [sig       ] [2492/3605] Forecasting PDM...
[2025-12-11T20:30:23.628087] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-11T20:30:23.628116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-11T20:30:23.638721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-11T20:30:23.639035] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-11T20:30:23.639805] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-11T20:30:23.639855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:23.639886] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:23.639912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:23.639972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:23.697391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:23.698130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:23.698206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:23.698237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:23.816541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:23.816708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:23.816750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:23.816780] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:23.820290] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-11T20:30:23.820565] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-11T20:30:23.820709] [INFO ] [sig       ] PDM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:23.972195] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PDM.txt
[2025-12-11T20:30:23.972324] [INFO ] [sig       ] [2492/3605] Completed PDM in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-11T20:30:23.972360] [INFO ] [sig       ] [2493/3605] Forecasting PDO...
[2025-12-11T20:30:23.972388] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-11T20:30:23.972417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-11T20:30:23.983759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-11T20:30:23.984061] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-11T20:30:23.984862] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-11T20:30:23.984915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:23.984948] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:23.984976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:23.985035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:24.042705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:24.043430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:24.043507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:24.043538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:24.157890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:24.158045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:24.158095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:24.158130] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:24.161687] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-12-11T20:30:24.161969] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-11T20:30:24.162132] [INFO ] [sig       ] PDO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:24.312433] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PDO.txt
[2025-12-11T20:30:24.312589] [INFO ] [sig       ] [2493/3605] Completed PDO in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-11T20:30:24.312630] [INFO ] [sig       ] [2494/3605] Forecasting PDP...
[2025-12-11T20:30:24.312659] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-11T20:30:24.312688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-11T20:30:24.323613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-11T20:30:24.323893] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-11T20:30:24.324661] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-11T20:30:24.324712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:24.324744] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:24.324770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:24.324827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:24.381644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:24.382355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:24.382433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:24.382467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:24.502328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:24.502467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:24.502508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:24.502536] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:24.506066] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=15.66%)
[2025-12-11T20:30:24.506332] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-11T20:30:24.506453] [INFO ] [sig       ] PDP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:24.647059] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PDP.txt
[2025-12-11T20:30:24.647211] [INFO ] [sig       ] [2494/3605] Completed PDP in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-11T20:30:24.647251] [INFO ] [sig       ] [2495/3605] Forecasting PDS...
[2025-12-11T20:30:24.647283] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-11T20:30:24.647315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-11T20:30:24.658366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-11T20:30:24.658690] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-11T20:30:24.659505] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-11T20:30:24.659557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:24.659609] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:24.659639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:24.659696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:24.717187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:24.717961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:24.718079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:24.718119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:24.838430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:24.838595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:24.838637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:24.838666] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:24.842056] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-11T20:30:24.842324] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-11T20:30:24.842443] [INFO ] [sig       ] PDS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:24.982296] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PDS.txt
[2025-12-11T20:30:24.982431] [INFO ] [sig       ] [2495/3605] Completed PDS in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-11T20:30:24.982469] [INFO ] [sig       ] [2496/3605] Forecasting PDX...
[2025-12-11T20:30:24.982497] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-11T20:30:24.982525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-11T20:30:24.993673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-11T20:30:24.993976] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-11T20:30:24.994758] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-11T20:30:24.994810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:24.994842] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:24.994870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:24.994926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:25.052180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:25.052944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:25.053021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:25.053053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:25.174330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:25.174478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:25.174517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:25.174544] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:25.177807] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-11T20:30:25.178126] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-11T20:30:25.178252] [INFO ] [sig       ] PDX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:25.319103] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PDX.txt
[2025-12-11T20:30:25.319233] [INFO ] [sig       ] [2496/3605] Completed PDX in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-11T20:30:25.319269] [INFO ] [sig       ] [2497/3605] Forecasting PDYN...
[2025-12-11T20:30:25.319299] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-11T20:30:25.319327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-11T20:30:25.330235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-11T20:30:25.330532] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-11T20:30:25.331291] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-11T20:30:25.331341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:25.331372] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:25.331398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:25.331452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:25.389080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:25.389962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:25.390050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:25.390082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:25.507116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:25.507266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:25.507306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:25.507334] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:25.510786] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2025-12-11T20:30:25.511051] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-11T20:30:25.511171] [INFO ] [sig       ] PDYN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:25.657953] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PDYN.txt
[2025-12-11T20:30:25.658115] [INFO ] [sig       ] [2497/3605] Completed PDYN in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-11T20:30:25.658155] [INFO ] [sig       ] [2498/3605] Forecasting PEB...
[2025-12-11T20:30:25.658184] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-11T20:30:25.658213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-11T20:30:25.669953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-11T20:30:25.670329] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-11T20:30:25.671135] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-11T20:30:25.671220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:25.671255] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:25.671281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:25.671336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:25.746643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:25.747564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:25.747677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:25.747718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:25.915728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:25.915907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:25.915962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:25.916003] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:25.921051] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2025-12-11T20:30:25.921462] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-11T20:30:25.921668] [INFO ] [sig       ] PEB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:26.113270] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PEB.txt
[2025-12-11T20:30:26.113515] [INFO ] [sig       ] [2498/3605] Completed PEB in 0.5s | 2.94 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-11T20:30:26.113564] [INFO ] [sig       ] [2499/3605] Forecasting PEBK...
[2025-12-11T20:30:26.113620] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-11T20:30:26.113656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-11T20:30:26.126626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-11T20:30:26.127127] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-11T20:30:26.128339] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-11T20:30:26.128410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:26.128456] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:26.128499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:26.128605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:26.211190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:26.212334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:26.212451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:26.212494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:26.341490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:26.341718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:26.341786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:26.341836] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:26.347008] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-12-11T20:30:26.347498] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-11T20:30:26.347716] [INFO ] [sig       ] PEBK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:26.556491] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PEBK.txt
[2025-12-11T20:30:26.556671] [INFO ] [sig       ] [2499/3605] Completed PEBK in 0.4s | 2.94 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-11T20:30:26.556712] [INFO ] [sig       ] [2500/3605] Forecasting PEBO...
[2025-12-11T20:30:26.556741] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-11T20:30:26.556771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-11T20:30:26.571712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-11T20:30:26.572207] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-11T20:30:26.573277] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-11T20:30:26.573342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:26.573384] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:26.573419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:26.573497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:26.644058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:26.645017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:26.645107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:26.645140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:26.769070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:26.769417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:26.769457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:26.769484] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:26.773293] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-12-11T20:30:26.773830] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-11T20:30:26.773967] [INFO ] [sig       ] PEBO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:26.916792] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PEBO.txt
[2025-12-11T20:30:26.916943] [INFO ] [sig       ] [2500/3605] Completed PEBO in 0.4s | 2.94 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-11T20:30:26.916983] [INFO ] [sig       ] [2501/3605] Forecasting PECO...
[2025-12-11T20:30:26.917012] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-11T20:30:26.917041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-11T20:30:26.928997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-11T20:30:26.929391] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-11T20:30:26.930434] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-11T20:30:26.930487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:26.930520] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:26.930547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:26.930826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:26.989310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:26.990201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:26.990284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:26.990317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:27.111296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:27.111449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:27.111490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:27.111521] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:27.115007] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-12-11T20:30:27.115274] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-11T20:30:27.115397] [INFO ] [sig       ] PECO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:27.255476] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PECO.txt
[2025-12-11T20:30:27.255642] [INFO ] [sig       ] [2501/3605] Completed PECO in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-11T20:30:27.255690] [INFO ] [sig       ] [2502/3605] Forecasting PEG...
[2025-12-11T20:30:27.255721] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-11T20:30:27.255749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-11T20:30:27.267783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-11T20:30:27.268168] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-11T20:30:27.268951] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-11T20:30:27.269003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:27.269067] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:27.269101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:27.269170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:27.327059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:27.327946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:27.328034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:27.328067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:27.453255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:27.453406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:27.453447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:27.453475] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:27.456796] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=22.67%)
[2025-12-11T20:30:27.457063] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-11T20:30:27.457189] [INFO ] [sig       ] PEG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:27.596452] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PEG.txt
[2025-12-11T20:30:27.596597] [INFO ] [sig       ] [2502/3605] Completed PEG in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-11T20:30:27.596637] [INFO ] [sig       ] [2503/3605] Forecasting PEGA...
[2025-12-11T20:30:27.596667] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-11T20:30:27.596695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-11T20:30:27.607558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-11T20:30:27.608049] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-11T20:30:27.609447] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-11T20:30:27.609513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:27.609546] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:27.609590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:27.609649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:27.665950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:27.666666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:27.666744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:27.666774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:27.787940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:27.788102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:27.788143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:27.788169] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:27.791541] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-11T20:30:27.791821] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-11T20:30:27.791967] [INFO ] [sig       ] PEGA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:27.930678] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PEGA.txt
[2025-12-11T20:30:27.930799] [INFO ] [sig       ] [2503/3605] Completed PEGA in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-11T20:30:27.930835] [INFO ] [sig       ] [2504/3605] Forecasting PEN...
[2025-12-11T20:30:27.930863] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-11T20:30:27.930891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-11T20:30:27.942878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-11T20:30:27.943244] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-11T20:30:27.944050] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-11T20:30:27.944101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:27.944132] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:27.944157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:27.944212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:27.999998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:28.000712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:28.000791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:28.000822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:28.117076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:28.117230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:28.117269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:28.117295] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:28.120634] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=6.09%)
[2025-12-11T20:30:28.120906] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-11T20:30:28.121024] [INFO ] [sig       ] PEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:28.263210] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PEN.txt
[2025-12-11T20:30:28.263357] [INFO ] [sig       ] [2504/3605] Completed PEN in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-11T20:30:28.263396] [INFO ] [sig       ] [2505/3605] Forecasting PENN...
[2025-12-11T20:30:28.263435] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-11T20:30:28.263465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-11T20:30:28.275465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-11T20:30:28.275826] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-11T20:30:28.276623] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-11T20:30:28.276676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:28.276735] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:28.276769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:28.276825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:28.335385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:28.336258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:28.336359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:28.336392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:28.459344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:28.459451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:28.459505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:28.459568] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:28.464162] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=56.52%)
[2025-12-11T20:30:28.464446] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-11T20:30:28.464600] [INFO ] [sig       ] PENN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:28.604025] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PENN.txt
[2025-12-11T20:30:28.604164] [INFO ] [sig       ] [2505/3605] Completed PENN in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-11T20:30:28.604205] [INFO ] [sig       ] [2506/3605] Forecasting PEO...
[2025-12-11T20:30:28.604234] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-11T20:30:28.604263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-11T20:30:28.616031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-11T20:30:28.616546] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-11T20:30:28.617514] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-11T20:30:28.617570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:28.617637] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:28.617665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:28.617720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:28.676398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:28.677136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:28.677216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:28.677250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:28.793832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:28.793980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:28.794019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:28.794047] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:28.797429] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-12-11T20:30:28.797720] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-11T20:30:28.797868] [INFO ] [sig       ] PEO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:28.938812] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PEO.txt
[2025-12-11T20:30:28.938946] [INFO ] [sig       ] [2506/3605] Completed PEO in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-11T20:30:28.938984] [INFO ] [sig       ] [2507/3605] Forecasting PEP...
[2025-12-11T20:30:28.939012] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-11T20:30:28.939041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-11T20:30:28.950526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-11T20:30:28.950856] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-11T20:30:28.951862] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-11T20:30:28.951913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:28.951945] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:28.951973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:28.952032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:29.012078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:29.012822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:29.012915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:29.012949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:29.132170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:29.132318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:29.132357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:29.132386] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:29.135707] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-12-11T20:30:29.135970] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-11T20:30:29.136087] [INFO ] [sig       ] PEP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:29.274049] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PEP.txt
[2025-12-11T20:30:29.274179] [INFO ] [sig       ] [2507/3605] Completed PEP in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-11T20:30:29.274218] [INFO ] [sig       ] [2508/3605] Forecasting PEPG...
[2025-12-11T20:30:29.274247] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-11T20:30:29.274277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-11T20:30:29.285217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-11T20:30:29.285503] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-11T20:30:29.286292] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-11T20:30:29.286345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:29.286378] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:29.286407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:29.286466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:29.343458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:29.344126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:29.344208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:29.344241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:29.461286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:29.461429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:29.461467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:29.461495] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:29.464773] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-11T20:30:29.465034] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-11T20:30:29.465153] [INFO ] [sig       ] PEPG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:29.603217] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PEPG.txt
[2025-12-11T20:30:29.603345] [INFO ] [sig       ] [2508/3605] Completed PEPG in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-11T20:30:29.603385] [INFO ] [sig       ] [2509/3605] Forecasting PERF...
[2025-12-11T20:30:29.603413] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-11T20:30:29.603443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-11T20:30:29.614496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-11T20:30:29.614849] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-11T20:30:29.615672] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-11T20:30:29.615724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:29.615771] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:29.615800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:29.615857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:29.673030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:29.673878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:29.673957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:29.673989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:29.792541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:29.792701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:29.792740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:29.792768] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:29.796045] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=50.96%)
[2025-12-11T20:30:29.796325] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-11T20:30:29.796440] [INFO ] [sig       ] PERF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:29.938410] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PERF.txt
[2025-12-11T20:30:29.938538] [INFO ] [sig       ] [2509/3605] Completed PERF in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-11T20:30:29.938595] [INFO ] [sig       ] [2510/3605] Forecasting PERI...
[2025-12-11T20:30:29.938626] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-11T20:30:29.938655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-11T20:30:29.949271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-11T20:30:29.949556] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-11T20:30:29.950363] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-11T20:30:29.950422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:29.950464] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:29.950498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:29.950594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:30.010803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:30.011674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:30.011756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:30.011789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:30.144438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:30.144604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:30.144645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:30.144673] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:30.147947] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-11T20:30:30.148976] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-11T20:30:30.149318] [INFO ] [sig       ] PERI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:30.285740] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PERI.txt
[2025-12-11T20:30:30.285874] [INFO ] [sig       ] [2510/3605] Completed PERI in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-11T20:30:30.285912] [INFO ] [sig       ] [2511/3605] Forecasting PESI...
[2025-12-11T20:30:30.285941] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-11T20:30:30.285970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-11T20:30:30.297345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-11T20:30:30.297662] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-11T20:30:30.298491] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-11T20:30:30.298544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:30.298602] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:30.298633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:30.298689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:30.355287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:30.355926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:30.356006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:30.356038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:30.479680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:30.479830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:30.479868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:30.479896] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:30.483161] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-11T20:30:30.483422] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-11T20:30:30.483538] [INFO ] [sig       ] PESI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:30.621970] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PESI.txt
[2025-12-11T20:30:30.622106] [INFO ] [sig       ] [2511/3605] Completed PESI in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-11T20:30:30.622146] [INFO ] [sig       ] [2512/3605] Forecasting PETS...
[2025-12-11T20:30:30.622178] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-11T20:30:30.622207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-11T20:30:30.634253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-11T20:30:30.634597] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-11T20:30:30.635427] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-11T20:30:30.635488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:30.635523] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:30.635552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:30.635637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:30.693237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:30.693989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:30.694096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:30.694130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:30.813924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:30.814079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:30.814126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:30.814160] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:30.817498] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-11T20:30:30.817778] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-11T20:30:30.817931] [INFO ] [sig       ] PETS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:30.956196] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PETS.txt
[2025-12-11T20:30:30.956320] [INFO ] [sig       ] [2512/3605] Completed PETS in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-11T20:30:30.956357] [INFO ] [sig       ] [2513/3605] Forecasting PEY...
[2025-12-11T20:30:30.956392] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-11T20:30:30.956422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-11T20:30:30.967404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-11T20:30:30.967684] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-11T20:30:30.968489] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-11T20:30:30.968539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:30.968589] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:30.968618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:30.968676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:31.024451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:31.025133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:31.025213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:31.025245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:31.140092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:31.140241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:31.140282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:31.140309] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:31.143607] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-12-11T20:30:31.143891] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-11T20:30:31.144008] [INFO ] [sig       ] PEY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:31.279803] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PEY.txt
[2025-12-11T20:30:31.279939] [INFO ] [sig       ] [2513/3605] Completed PEY in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-11T20:30:31.279977] [INFO ] [sig       ] [2514/3605] Forecasting PFBC...
[2025-12-11T20:30:31.280006] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-11T20:30:31.280035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-11T20:30:31.290903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-11T20:30:31.291188] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-11T20:30:31.291955] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-11T20:30:31.292004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:31.292034] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:31.292059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:31.292113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:31.348132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:31.348795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:31.348872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:31.348904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:31.463912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:31.464061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:31.464100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:31.464127] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:31.467404] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-12-11T20:30:31.467689] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-11T20:30:31.467810] [INFO ] [sig       ] PFBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:31.605856] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PFBC.txt
[2025-12-11T20:30:31.606005] [INFO ] [sig       ] [2514/3605] Completed PFBC in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-11T20:30:31.606043] [INFO ] [sig       ] [2515/3605] Forecasting PFD...
[2025-12-11T20:30:31.606071] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-11T20:30:31.606100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-11T20:30:31.617332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-11T20:30:31.617703] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-11T20:30:31.618545] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-11T20:30:31.618617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:31.618651] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:31.618677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:31.618732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:31.675224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:31.676095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:31.676177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:31.676208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:31.788715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:31.788860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:31.788904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:31.788933] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:31.792256] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-12-11T20:30:31.792726] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-11T20:30:31.792843] [INFO ] [sig       ] PFD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:31.930026] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PFD.txt
[2025-12-11T20:30:31.930172] [INFO ] [sig       ] [2515/3605] Completed PFD in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-11T20:30:31.930211] [INFO ] [sig       ] [2516/3605] Forecasting PFE...
[2025-12-11T20:30:31.930240] [INFO ] [sig       ] Generating forecast for: PFE
[2025-12-11T20:30:31.930269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-12-11T20:30:31.941229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-12-11T20:30:31.941511] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-12-11T20:30:31.942268] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-12-11T20:30:31.942318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:31.942349] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:31.942375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:31.942429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:31.998562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:31.999201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:31.999277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:31.999308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:32.118119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:32.118272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:32.118313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:32.118358] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:32.121658] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2025-12-11T20:30:32.121924] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-12-11T20:30:32.122045] [INFO ] [sig       ] PFE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:32.258794] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PFE.txt
[2025-12-11T20:30:32.258929] [INFO ] [sig       ] [2516/3605] Completed PFE in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-11T20:30:32.258966] [INFO ] [sig       ] [2517/3605] Forecasting PFF...
[2025-12-11T20:30:32.258995] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-11T20:30:32.259025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-11T20:30:32.270445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-11T20:30:32.270748] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-11T20:30:32.271499] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-11T20:30:32.271548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:32.271600] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:32.271629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:32.271684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:32.327114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:32.327763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:32.327855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:32.327889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:32.449994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:32.450142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:32.450184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:32.450214] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:32.453734] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-12-11T20:30:32.454008] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-11T20:30:32.454130] [INFO ] [sig       ] PFF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:32.594291] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PFF.txt
[2025-12-11T20:30:32.594416] [INFO ] [sig       ] [2517/3605] Completed PFF in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-11T20:30:32.594454] [INFO ] [sig       ] [2518/3605] Forecasting PFG...
[2025-12-11T20:30:32.594483] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-11T20:30:32.594512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-11T20:30:32.606272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-11T20:30:32.606563] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-11T20:30:32.607333] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-11T20:30:32.607384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:32.607415] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:32.607441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:32.607495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:32.664372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:32.665100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:32.665177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:32.665210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:32.787864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:32.788036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:32.788090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:32.788120] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:32.791643] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-12-11T20:30:32.791913] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-11T20:30:32.792035] [INFO ] [sig       ] PFG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:32.935409] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PFG.txt
[2025-12-11T20:30:32.935543] [INFO ] [sig       ] [2518/3605] Completed PFG in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-11T20:30:32.935606] [INFO ] [sig       ] [2519/3605] Forecasting PFGC...
[2025-12-11T20:30:32.935640] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-11T20:30:32.935671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-11T20:30:32.946715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-11T20:30:32.946985] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-11T20:30:32.947769] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-11T20:30:32.947818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:32.947890] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:32.947919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:32.947974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:33.006905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:33.007818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:33.007931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:33.007964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:33.131613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:33.131763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:33.131802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:33.131828] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:33.135065] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-12-11T20:30:33.135327] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-11T20:30:33.135444] [INFO ] [sig       ] PFGC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:33.275154] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PFGC.txt
[2025-12-11T20:30:33.275286] [INFO ] [sig       ] [2519/3605] Completed PFGC in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-11T20:30:33.275323] [INFO ] [sig       ] [2520/3605] Forecasting PFH...
[2025-12-11T20:30:33.275351] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-11T20:30:33.275380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-11T20:30:33.286345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-11T20:30:33.286641] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-11T20:30:33.287388] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-11T20:30:33.287438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:33.287469] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:33.287495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:33.287560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:33.346802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:33.347769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:33.347869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:33.347906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:33.467099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:33.467263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:33.467305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:33.467333] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:33.470825] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=23.94%)
[2025-12-11T20:30:33.471100] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-11T20:30:33.471226] [INFO ] [sig       ] PFH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:33.609628] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PFH.txt
[2025-12-11T20:30:33.609786] [INFO ] [sig       ] [2520/3605] Completed PFH in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-11T20:30:33.609824] [INFO ] [sig       ] [2521/3605] Forecasting PFIS...
[2025-12-11T20:30:33.609853] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-11T20:30:33.609881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-11T20:30:33.621107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-11T20:30:33.621456] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-11T20:30:33.622253] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-11T20:30:33.622303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:33.622334] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:33.622359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:33.622413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:33.680368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:33.681230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:33.681314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:33.681346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:33.796358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:33.796519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:33.796559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:33.796606] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:33.799974] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-11T20:30:33.800262] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-11T20:30:33.800385] [INFO ] [sig       ] PFIS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:33.939551] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PFIS.txt
[2025-12-11T20:30:33.939719] [INFO ] [sig       ] [2521/3605] Completed PFIS in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-11T20:30:33.939757] [INFO ] [sig       ] [2522/3605] Forecasting PFL...
[2025-12-11T20:30:33.939786] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-11T20:30:33.939816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-11T20:30:33.950874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-11T20:30:33.951203] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-11T20:30:33.951992] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-11T20:30:33.952056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:33.952088] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:33.952113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:33.952167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:34.009221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:34.010074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:34.010159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:34.010198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:34.134834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:34.135014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:34.135056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:34.135122] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:34.138517] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-11T20:30:34.138809] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-11T20:30:34.138928] [INFO ] [sig       ] PFL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:34.278829] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PFL.txt
[2025-12-11T20:30:34.278986] [INFO ] [sig       ] [2522/3605] Completed PFL in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-11T20:30:34.279024] [INFO ] [sig       ] [2523/3605] Forecasting PFM...
[2025-12-11T20:30:34.279054] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-11T20:30:34.279083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-11T20:30:34.290015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-11T20:30:34.290350] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-11T20:30:34.291121] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-11T20:30:34.291172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:34.291203] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:34.291228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:34.291283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:34.348676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:34.349514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:34.349622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:34.349660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:34.473756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:34.473896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:34.473936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:34.473965] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:34.477323] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=42.55%)
[2025-12-11T20:30:34.477619] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-11T20:30:34.477743] [INFO ] [sig       ] PFM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:34.618070] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PFM.txt
[2025-12-11T20:30:34.618218] [INFO ] [sig       ] [2523/3605] Completed PFM in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-11T20:30:34.618263] [INFO ] [sig       ] [2524/3605] Forecasting PFN...
[2025-12-11T20:30:34.618298] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-11T20:30:34.618335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-11T20:30:34.629472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-11T20:30:34.629775] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-11T20:30:34.630591] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-11T20:30:34.630642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:34.630675] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:34.630702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:34.630759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:34.688828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:34.689460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:34.689542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:34.689603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:34.812477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:34.812648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:34.812690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:34.812719] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:34.816108] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-12-11T20:30:34.816376] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-11T20:30:34.816496] [INFO ] [sig       ] PFN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:34.960443] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PFN.txt
[2025-12-11T20:30:34.960655] [INFO ] [sig       ] [2524/3605] Completed PFN in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-11T20:30:34.960707] [INFO ] [sig       ] [2525/3605] Forecasting PFO...
[2025-12-11T20:30:34.960739] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-11T20:30:34.960781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-11T20:30:34.972382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-11T20:30:34.972678] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-11T20:30:34.973493] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-11T20:30:34.973543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:34.973591] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:34.973619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:34.973674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:35.032043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:35.032772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:35.032866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:35.032900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:35.146399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:35.146544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:35.146601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:35.146633] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:35.149942] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-11T20:30:35.150232] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-11T20:30:35.150375] [INFO ] [sig       ] PFO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:35.290018] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PFO.txt
[2025-12-11T20:30:35.290167] [INFO ] [sig       ] [2525/3605] Completed PFO in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-11T20:30:35.290205] [INFO ] [sig       ] [2526/3605] Forecasting PFS...
[2025-12-11T20:30:35.290234] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-11T20:30:35.290266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-11T20:30:35.301972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-11T20:30:35.302318] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-11T20:30:35.303092] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-11T20:30:35.303143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:35.303175] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:35.303201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:35.303255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:35.360565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:35.361201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:35.361284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:35.361320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:35.485900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:35.486051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:35.486090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:35.486117] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:35.489420] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=79.14%)
[2025-12-11T20:30:35.489694] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-11T20:30:35.489816] [INFO ] [sig       ] PFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:35.632165] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PFS.txt
[2025-12-11T20:30:35.632286] [INFO ] [sig       ] [2526/3605] Completed PFS in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-11T20:30:35.632324] [INFO ] [sig       ] [2527/3605] Forecasting PFSI...
[2025-12-11T20:30:35.632352] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-11T20:30:35.632381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-11T20:30:35.643796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-11T20:30:35.644067] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-11T20:30:35.644867] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-11T20:30:35.644917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:35.644947] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:35.644973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:35.645028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:35.703448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:35.704251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:35.704332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:35.704365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:35.824971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:35.825117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:35.825157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:35.825184] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:35.828675] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=81.41%)
[2025-12-11T20:30:35.828961] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-11T20:30:35.829082] [INFO ] [sig       ] PFSI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:35.967620] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PFSI.txt
[2025-12-11T20:30:35.967746] [INFO ] [sig       ] [2527/3605] Completed PFSI in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-11T20:30:35.967785] [INFO ] [sig       ] [2528/3605] Forecasting PGC...
[2025-12-11T20:30:35.967815] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-11T20:30:35.967869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-11T20:30:35.978606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-11T20:30:35.978906] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-11T20:30:35.979673] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-11T20:30:35.979722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:35.979752] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:35.979778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:35.979832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:36.036602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:36.037288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:36.037369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:36.037403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:36.157717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:36.157877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:36.157921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:36.157949] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:36.161254] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-12-11T20:30:36.161525] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-11T20:30:36.161664] [INFO ] [sig       ] PGC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:36.303277] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PGC.txt
[2025-12-11T20:30:36.303405] [INFO ] [sig       ] [2528/3605] Completed PGC in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-11T20:30:36.303442] [INFO ] [sig       ] [2529/3605] Forecasting PGEN...
[2025-12-11T20:30:36.303470] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-11T20:30:36.303499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-11T20:30:36.315029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-11T20:30:36.315338] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-11T20:30:36.316110] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-11T20:30:36.316162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:36.316193] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:36.316220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:36.316275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:36.376362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:36.377210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:36.377327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:36.377361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:36.500650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:36.500804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:36.500862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:36.500891] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:36.504740] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-11T20:30:36.505000] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-11T20:30:36.505118] [INFO ] [sig       ] PGEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:36.642947] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PGEN.txt
[2025-12-11T20:30:36.643110] [INFO ] [sig       ] [2529/3605] Completed PGEN in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-11T20:30:36.643149] [INFO ] [sig       ] [2530/3605] Forecasting PGJ...
[2025-12-11T20:30:36.643178] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-11T20:30:36.643209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-11T20:30:36.655382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-11T20:30:36.655744] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-11T20:30:36.656540] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-11T20:30:36.656631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:36.656689] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:36.656716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:36.656777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:36.712196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:36.712957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:36.713038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:36.713070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:36.831610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:36.831758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:36.831799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:36.831826] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:36.835173] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-11T20:30:36.835443] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-11T20:30:36.835561] [INFO ] [sig       ] PGJ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:36.977094] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PGJ.txt
[2025-12-11T20:30:36.977220] [INFO ] [sig       ] [2530/3605] Completed PGJ in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-11T20:30:36.977257] [INFO ] [sig       ] [2531/3605] Forecasting PGNY...
[2025-12-11T20:30:36.977286] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-11T20:30:36.977315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-11T20:30:36.989258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-11T20:30:36.989603] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-11T20:30:36.990439] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-11T20:30:36.990492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:36.990523] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:36.990549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:36.990628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:37.047430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:37.048157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:37.048238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:37.048278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:37.161792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:37.161954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:37.161993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:37.162020] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:37.165332] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=32.48%)
[2025-12-11T20:30:37.165630] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-11T20:30:37.165755] [INFO ] [sig       ] PGNY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:37.310472] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PGNY.txt
[2025-12-11T20:30:37.310635] [INFO ] [sig       ] [2531/3605] Completed PGNY in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-11T20:30:37.310675] [INFO ] [sig       ] [2532/3605] Forecasting PGP...
[2025-12-11T20:30:37.310703] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-11T20:30:37.310733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-11T20:30:37.322683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-11T20:30:37.323026] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-11T20:30:37.323836] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-11T20:30:37.323886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:37.323917] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:37.323943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:37.323996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:37.379765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:37.380503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:37.380598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:37.380632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:37.495855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:37.496006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:37.496048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:37.496076] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:37.499339] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-11T20:30:37.499620] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-11T20:30:37.499739] [INFO ] [sig       ] PGP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:37.636010] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PGP.txt
[2025-12-11T20:30:37.636171] [INFO ] [sig       ] [2532/3605] Completed PGP in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-11T20:30:37.636209] [INFO ] [sig       ] [2533/3605] Forecasting PGRE...
[2025-12-11T20:30:37.636238] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-11T20:30:37.636266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-11T20:30:37.648984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-11T20:30:37.649361] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-11T20:30:37.650171] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-11T20:30:37.650223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:37.650268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:37.650298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:37.650358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:37.708514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:37.709269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:37.709366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:37.709405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:37.827637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:37.827791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:37.827860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:37.827891] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:37.831174] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-11T20:30:37.831434] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-11T20:30:37.831551] [INFO ] [sig       ] PGRE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:37.968946] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PGRE.txt
[2025-12-11T20:30:37.969073] [INFO ] [sig       ] [2533/3605] Completed PGRE in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-11T20:30:37.969110] [INFO ] [sig       ] [2534/3605] Forecasting PGY...
[2025-12-11T20:30:37.969139] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-11T20:30:37.969168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-11T20:30:37.981372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-11T20:30:37.981788] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-11T20:30:37.982655] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-11T20:30:37.982708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:37.982740] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:37.982766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:37.982822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:38.041590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:38.042436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:38.042519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:38.042552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:38.165422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:38.165625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:38.165668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:38.165697] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:38.169159] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-12-11T20:30:38.169431] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-11T20:30:38.169556] [INFO ] [sig       ] PGY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:38.325976] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PGY.txt
[2025-12-11T20:30:38.326128] [INFO ] [sig       ] [2534/3605] Completed PGY in 0.4s | 2.94 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-11T20:30:38.326165] [INFO ] [sig       ] [2535/3605] Forecasting PGZ...
[2025-12-11T20:30:38.326194] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-11T20:30:38.326223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-11T20:30:38.337912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-11T20:30:38.338292] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-11T20:30:38.339099] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-11T20:30:38.339151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:38.339185] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:38.339213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:38.339271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:38.399171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:38.400027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:38.400106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:38.400138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:38.519136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:38.519288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:38.519328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:38.519357] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:38.522800] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2025-12-11T20:30:38.523068] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-11T20:30:38.523189] [INFO ] [sig       ] PGZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:38.662829] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PGZ.txt
[2025-12-11T20:30:38.662962] [INFO ] [sig       ] [2535/3605] Completed PGZ in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-11T20:30:38.662998] [INFO ] [sig       ] [2536/3605] Forecasting PH...
[2025-12-11T20:30:38.663043] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-11T20:30:38.663097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-11T20:30:38.674650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-11T20:30:38.674972] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-11T20:30:38.675861] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-11T20:30:38.675914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:38.675972] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:38.676001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:38.676057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:38.737333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:38.738437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:38.738529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:38.738563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:38.859764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:38.859913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:38.859954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:38.859984] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:38.863409] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=62.87%)
[2025-12-11T20:30:38.863699] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-11T20:30:38.863826] [INFO ] [sig       ] PH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:39.007912] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PH.txt
[2025-12-11T20:30:39.008044] [INFO ] [sig       ] [2536/3605] Completed PH in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-11T20:30:39.008083] [INFO ] [sig       ] [2537/3605] Forecasting PHG...
[2025-12-11T20:30:39.008118] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-11T20:30:39.008150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-11T20:30:39.020401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-11T20:30:39.020844] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-11T20:30:39.021691] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-11T20:30:39.021743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:39.021775] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:39.021801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:39.021857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:39.081365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:39.082293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:39.082403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:39.082438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:39.204795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:39.204951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:39.204991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:39.205018] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:39.208378] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-11T20:30:39.208666] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-11T20:30:39.208789] [INFO ] [sig       ] PHG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:39.345399] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PHG.txt
[2025-12-11T20:30:39.345518] [INFO ] [sig       ] [2537/3605] Completed PHG in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-11T20:30:39.345555] [INFO ] [sig       ] [2538/3605] Forecasting PHI...
[2025-12-11T20:30:39.345602] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-11T20:30:39.345631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-11T20:30:39.356592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-11T20:30:39.356873] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-11T20:30:39.357631] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-11T20:30:39.357680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:39.357712] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:39.357738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:39.357793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:39.413753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:39.414362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:39.414438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:39.414469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:39.527787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:39.527949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:39.527988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:39.528014] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:39.531259] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-12-11T20:30:39.531518] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-11T20:30:39.531652] [INFO ] [sig       ] PHI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:39.668215] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PHI.txt
[2025-12-11T20:30:39.668365] [INFO ] [sig       ] [2538/3605] Completed PHI in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-11T20:30:39.668411] [INFO ] [sig       ] [2539/3605] Forecasting PHIN...
[2025-12-11T20:30:39.668445] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-11T20:30:39.668479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-11T20:30:39.682517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-11T20:30:39.682880] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-11T20:30:39.683676] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-11T20:30:39.683727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:39.683758] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:39.683784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:39.683839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:39.739414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:39.740199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:39.740289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:39.740322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:39.859344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:39.859502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:39.859541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:39.859586] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:39.862943] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-12-11T20:30:39.863210] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-11T20:30:39.863328] [INFO ] [sig       ] PHIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:40.002558] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PHIN.txt
[2025-12-11T20:30:40.002727] [INFO ] [sig       ] [2539/3605] Completed PHIN in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-11T20:30:40.002766] [INFO ] [sig       ] [2540/3605] Forecasting PHIO...
[2025-12-11T20:30:40.002793] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-11T20:30:40.002821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-11T20:30:40.014047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-11T20:30:40.014394] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-11T20:30:40.015171] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-11T20:30:40.015221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:40.015252] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:40.015278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:40.015333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:40.072395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:40.073258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:40.073338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:40.073370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:40.192807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:40.192954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:40.192992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:40.193036] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:40.196300] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-11T20:30:40.196565] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-11T20:30:40.196699] [INFO ] [sig       ] PHIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:40.334714] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PHIO.txt
[2025-12-11T20:30:40.334857] [INFO ] [sig       ] [2540/3605] Completed PHIO in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-11T20:30:40.334894] [INFO ] [sig       ] [2541/3605] Forecasting PHK...
[2025-12-11T20:30:40.334922] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-11T20:30:40.334951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-11T20:30:40.346360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-11T20:30:40.346769] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-11T20:30:40.347555] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-11T20:30:40.347635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:40.347670] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:40.347698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:40.347753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:40.405294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:40.406139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:40.406221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:40.406253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:40.526857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:40.527015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:40.527076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:40.527118] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:40.530965] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=84.81%)
[2025-12-11T20:30:40.531287] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-11T20:30:40.531430] [INFO ] [sig       ] PHK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:40.670512] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PHK.txt
[2025-12-11T20:30:40.670666] [INFO ] [sig       ] [2541/3605] Completed PHK in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-11T20:30:40.670706] [INFO ] [sig       ] [2542/3605] Forecasting PHM...
[2025-12-11T20:30:40.670734] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-11T20:30:40.670762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-11T20:30:40.682520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-11T20:30:40.682860] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-11T20:30:40.683656] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-11T20:30:40.683705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:40.683735] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:40.683760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:40.683814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:40.739878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:40.740784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:40.740864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:40.740916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:40.864777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:40.864930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:40.864968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:40.864994] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:40.868332] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-12-11T20:30:40.868641] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-11T20:30:40.868768] [INFO ] [sig       ] PHM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:41.006674] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PHM.txt
[2025-12-11T20:30:41.006818] [INFO ] [sig       ] [2542/3605] Completed PHM in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-11T20:30:41.006858] [INFO ] [sig       ] [2543/3605] Forecasting PHO...
[2025-12-11T20:30:41.006886] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-11T20:30:41.006915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-11T20:30:41.018150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-11T20:30:41.018461] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-11T20:30:41.019241] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-11T20:30:41.019292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:41.019323] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:41.019349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:41.019404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:41.074903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:41.075513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:41.075607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:41.075641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:41.193812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:41.193965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:41.194005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:41.194031] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:41.197318] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-11T20:30:41.197602] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-11T20:30:41.197724] [INFO ] [sig       ] PHO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:41.338033] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PHO.txt
[2025-12-11T20:30:41.338172] [INFO ] [sig       ] [2543/3605] Completed PHO in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-11T20:30:41.338210] [INFO ] [sig       ] [2544/3605] Forecasting PHUN...
[2025-12-11T20:30:41.338238] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-11T20:30:41.338272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-11T20:30:41.349372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-11T20:30:41.349688] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-11T20:30:41.350430] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-11T20:30:41.350480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:41.350511] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:41.350536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:41.350626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:41.406856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:41.407533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:41.407627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:41.407660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:41.526200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:41.526353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:41.526394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:41.526421] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:41.529837] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=39.71%)
[2025-12-11T20:30:41.530102] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-11T20:30:41.530226] [INFO ] [sig       ] PHUN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:41.676768] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PHUN.txt
[2025-12-11T20:30:41.676895] [INFO ] [sig       ] [2544/3605] Completed PHUN in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-11T20:30:41.676932] [INFO ] [sig       ] [2545/3605] Forecasting PHVS...
[2025-12-11T20:30:41.676959] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-11T20:30:41.676988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-11T20:30:41.688480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-11T20:30:41.688802] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-11T20:30:41.689598] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-11T20:30:41.689655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:41.689686] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:41.689715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:41.689772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:41.746957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:41.747652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:41.747732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:41.747766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:41.867210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:41.867356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:41.867395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:41.867421] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:41.870754] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-11T20:30:41.871025] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-11T20:30:41.871144] [INFO ] [sig       ] PHVS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:42.006657] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PHVS.txt
[2025-12-11T20:30:42.006777] [INFO ] [sig       ] [2545/3605] Completed PHVS in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-11T20:30:42.006813] [INFO ] [sig       ] [2546/3605] Forecasting PI...
[2025-12-11T20:30:42.006843] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-11T20:30:42.006871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-11T20:30:42.021787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-11T20:30:42.022155] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-11T20:30:42.023094] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-11T20:30:42.023165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:42.023200] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:42.023229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:42.023286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:42.080200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:42.080947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:42.081065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:42.081099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:42.202484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:42.202645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:42.202685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:42.202713] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:42.205968] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-11T20:30:42.206228] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-11T20:30:42.206347] [INFO ] [sig       ] PI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:42.346509] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PI.txt
[2025-12-11T20:30:42.346646] [INFO ] [sig       ] [2546/3605] Completed PI in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-11T20:30:42.346685] [INFO ] [sig       ] [2547/3605] Forecasting PID...
[2025-12-11T20:30:42.346714] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-11T20:30:42.346743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-11T20:30:42.357908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-11T20:30:42.358248] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-11T20:30:42.359029] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-11T20:30:42.359079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:42.359110] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:42.359135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:42.359189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:42.417563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:42.418452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:42.418535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:42.418569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:42.538818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:42.538968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:42.539008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:42.539037] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:42.542380] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=47.49%)
[2025-12-11T20:30:42.542675] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-11T20:30:42.542794] [INFO ] [sig       ] PID: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:42.684773] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PID.txt
[2025-12-11T20:30:42.684926] [INFO ] [sig       ] [2547/3605] Completed PID in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-11T20:30:42.684967] [INFO ] [sig       ] [2548/3605] Forecasting PIE...
[2025-12-11T20:30:42.684997] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-11T20:30:42.685026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-11T20:30:42.696506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-11T20:30:42.696900] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-11T20:30:42.697686] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-11T20:30:42.697736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:42.697767] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:42.697793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:42.697873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:42.757976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:42.758835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:42.758914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:42.758963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:42.874085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:42.874250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:42.874291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:42.874320] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:42.877827] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-12-11T20:30:42.878142] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-11T20:30:42.878277] [INFO ] [sig       ] PIE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:43.015075] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PIE.txt
[2025-12-11T20:30:43.015215] [INFO ] [sig       ] [2548/3605] Completed PIE in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-11T20:30:43.015254] [INFO ] [sig       ] [2549/3605] Forecasting PII...
[2025-12-11T20:30:43.015283] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-11T20:30:43.015313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-11T20:30:43.026765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-11T20:30:43.027146] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-11T20:30:43.027965] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-11T20:30:43.028017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:43.028048] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:43.028073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:43.028126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:43.084923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:43.085721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:43.085800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:43.085832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:43.204102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:43.204251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:43.204290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:43.204318] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:43.207677] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2025-12-11T20:30:43.208002] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-11T20:30:43.208125] [INFO ] [sig       ] PII: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:43.345738] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PII.txt
[2025-12-11T20:30:43.345925] [INFO ] [sig       ] [2549/3605] Completed PII in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-11T20:30:43.345964] [INFO ] [sig       ] [2550/3605] Forecasting PIM...
[2025-12-11T20:30:43.345992] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-11T20:30:43.346021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-11T20:30:43.357281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-11T20:30:43.357596] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-11T20:30:43.358415] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-11T20:30:43.358467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:43.358498] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:43.358523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:43.358605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:43.414457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:43.415095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:43.415170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:43.415202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:43.526217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:43.526365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:43.526405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:43.526435] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:43.529735] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-11T20:30:43.529995] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-11T20:30:43.530112] [INFO ] [sig       ] PIM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:43.674444] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PIM.txt
[2025-12-11T20:30:43.674622] [INFO ] [sig       ] [2550/3605] Completed PIM in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-11T20:30:43.674661] [INFO ] [sig       ] [2551/3605] Forecasting PINE...
[2025-12-11T20:30:43.674689] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-11T20:30:43.674718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-11T20:30:43.690102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-11T20:30:43.690558] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-11T20:30:43.691629] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-11T20:30:43.691696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:43.691737] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:43.691773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:43.691854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:43.751094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:43.751981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:43.752064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:43.752096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:43.875859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:43.876010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:43.876056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:43.876087] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:43.879614] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=14.87%)
[2025-12-11T20:30:43.879912] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-11T20:30:43.880036] [INFO ] [sig       ] PINE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:44.021125] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PINE.txt
[2025-12-11T20:30:44.021278] [INFO ] [sig       ] [2551/3605] Completed PINE in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-11T20:30:44.021318] [INFO ] [sig       ] [2552/3605] Forecasting PINS...
[2025-12-11T20:30:44.021346] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-11T20:30:44.021377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-11T20:30:44.032878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-11T20:30:44.033174] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-11T20:30:44.033952] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-11T20:30:44.034002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:44.034034] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:44.034060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:44.034115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:44.091091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:44.091841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:44.091922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:44.091956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:44.217273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:44.217426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:44.217468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:44.217499] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:44.221070] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-11T20:30:44.221345] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-11T20:30:44.221478] [INFO ] [sig       ] PINS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:44.378418] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PINS.txt
[2025-12-11T20:30:44.378551] [INFO ] [sig       ] [2552/3605] Completed PINS in 0.4s | 2.94 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-11T20:30:44.378608] [INFO ] [sig       ] [2553/3605] Forecasting PK...
[2025-12-11T20:30:44.378641] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-11T20:30:44.378673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-11T20:30:44.390280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-11T20:30:44.390603] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-11T20:30:44.391399] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-11T20:30:44.391452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:44.391523] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:44.391552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:44.391627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:44.449752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:44.450504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:44.450604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:44.450641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:44.574227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:44.574390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:44.574451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:44.574481] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:44.578036] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2025-12-11T20:30:44.578337] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-11T20:30:44.578487] [INFO ] [sig       ] PK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:44.727540] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PK.txt
[2025-12-11T20:30:44.727706] [INFO ] [sig       ] [2553/3605] Completed PK in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-11T20:30:44.727745] [INFO ] [sig       ] [2554/3605] Forecasting PKBK...
[2025-12-11T20:30:44.727774] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-11T20:30:44.727803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-11T20:30:44.738920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-11T20:30:44.739213] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-11T20:30:44.740040] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-11T20:30:44.740093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:44.740126] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:44.740153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:44.740209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:44.797265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:44.797933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:44.798011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:44.798042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:44.920212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:44.920370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:44.920414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:44.920443] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:44.923918] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=80.26%)
[2025-12-11T20:30:44.924201] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-11T20:30:44.924333] [INFO ] [sig       ] PKBK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:45.063547] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PKBK.txt
[2025-12-11T20:30:45.063700] [INFO ] [sig       ] [2554/3605] Completed PKBK in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-11T20:30:45.063749] [INFO ] [sig       ] [2555/3605] Forecasting PKE...
[2025-12-11T20:30:45.063788] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-11T20:30:45.063820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-11T20:30:45.077705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-11T20:30:45.078349] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-11T20:30:45.079372] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-11T20:30:45.079431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:45.079466] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:45.079493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:45.079554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:45.135785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:45.136844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:45.136936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:45.136969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:45.252457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:45.252630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:45.252672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:45.252699] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:45.256088] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-12-11T20:30:45.256362] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-11T20:30:45.256487] [INFO ] [sig       ] PKE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:45.392302] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PKE.txt
[2025-12-11T20:30:45.392445] [INFO ] [sig       ] [2555/3605] Completed PKE in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-11T20:30:45.392483] [INFO ] [sig       ] [2556/3605] Forecasting PKG...
[2025-12-11T20:30:45.392511] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-11T20:30:45.392541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-11T20:30:45.404550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-11T20:30:45.404888] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-11T20:30:45.405700] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-11T20:30:45.405749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:45.405780] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:45.405805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:45.405859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:45.464296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:45.465305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:45.465389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:45.465421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:45.585803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:45.585973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:45.586015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:45.586077] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:45.589521] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-12-11T20:30:45.589810] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-11T20:30:45.589934] [INFO ] [sig       ] PKG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:45.729375] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PKG.txt
[2025-12-11T20:30:45.729522] [INFO ] [sig       ] [2556/3605] Completed PKG in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:45.729562] [INFO ] [sig       ] [2557/3605] Forecasting PKOH...
[2025-12-11T20:30:45.729609] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-11T20:30:45.729641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-11T20:30:45.740740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-11T20:30:45.741023] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-11T20:30:45.741815] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-11T20:30:45.741864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:45.741907] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:45.741933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:45.741987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:45.800024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:45.800937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:45.801018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:45.801049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:45.915528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:45.915706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:45.915746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:45.915772] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:45.919145] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-11T20:30:45.919405] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-11T20:30:45.919522] [INFO ] [sig       ] PKOH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:46.058962] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PKOH.txt
[2025-12-11T20:30:46.059114] [INFO ] [sig       ] [2557/3605] Completed PKOH in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:46.059154] [INFO ] [sig       ] [2558/3605] Forecasting PKX...
[2025-12-11T20:30:46.059181] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-11T20:30:46.059209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-11T20:30:46.070143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-11T20:30:46.070426] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-11T20:30:46.071189] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-11T20:30:46.071238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:46.071269] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:46.071294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:46.071350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:46.129877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:46.130873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:46.130956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:46.130988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:46.250837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:46.251024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:46.251068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:46.251096] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:46.254479] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-11T20:30:46.254758] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-11T20:30:46.254887] [INFO ] [sig       ] PKX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:46.391679] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PKX.txt
[2025-12-11T20:30:46.391809] [INFO ] [sig       ] [2558/3605] Completed PKX in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:46.391855] [INFO ] [sig       ] [2559/3605] Forecasting PL...
[2025-12-11T20:30:46.391886] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-11T20:30:46.391916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-11T20:30:46.403672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-11T20:30:46.403956] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-11T20:30:46.404887] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-11T20:30:46.404939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:46.404972] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:46.405008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:46.405084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:46.460978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:46.461617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:46.461693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:46.461724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:46.580359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:46.580490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:46.580528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:46.580555] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:46.583893] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=41.32%)
[2025-12-11T20:30:46.584175] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-11T20:30:46.584299] [INFO ] [sig       ] PL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:46.720363] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PL.txt
[2025-12-11T20:30:46.720485] [INFO ] [sig       ] [2559/3605] Completed PL in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:46.720523] [INFO ] [sig       ] [2560/3605] Forecasting PLAB...
[2025-12-11T20:30:46.720551] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-11T20:30:46.720596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-11T20:30:46.731666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-11T20:30:46.731978] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-11T20:30:46.732741] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-11T20:30:46.732790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:46.732822] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:46.732848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:46.732903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:46.788927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:46.789603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:46.789679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:46.789711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:46.908179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:46.908325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:46.908364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:46.908391] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:46.911637] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=37.28%)
[2025-12-11T20:30:46.911895] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-11T20:30:46.912013] [INFO ] [sig       ] PLAB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:47.051213] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PLAB.txt
[2025-12-11T20:30:47.051337] [INFO ] [sig       ] [2560/3605] Completed PLAB in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:47.051378] [INFO ] [sig       ] [2561/3605] Forecasting PLAY...
[2025-12-11T20:30:47.051413] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-11T20:30:47.051443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-11T20:30:47.063539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-11T20:30:47.064045] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-11T20:30:47.065016] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-11T20:30:47.065066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:47.065096] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:47.065121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:47.065175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:47.120750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:47.121336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:47.121412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:47.121443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:47.239754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:47.239866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:47.239901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:47.239927] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:47.243035] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-12-11T20:30:47.243290] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-11T20:30:47.243415] [INFO ] [sig       ] PLAY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:47.379337] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PLAY.txt
[2025-12-11T20:30:47.379452] [INFO ] [sig       ] [2561/3605] Completed PLAY in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:47.379491] [INFO ] [sig       ] [2562/3605] Forecasting PLBC...
[2025-12-11T20:30:47.379518] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-11T20:30:47.379546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-11T20:30:47.390892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-11T20:30:47.391195] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-11T20:30:47.391956] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-11T20:30:47.392005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:47.392036] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:47.392063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:47.392117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:47.447735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:47.448342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:47.448419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:47.448450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:47.555845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:47.555977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:47.556015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:47.556042] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:47.559282] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-12-11T20:30:47.559542] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-11T20:30:47.559675] [INFO ] [sig       ] PLBC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:47.695403] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PLBC.txt
[2025-12-11T20:30:47.695510] [INFO ] [sig       ] [2562/3605] Completed PLBC in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:47.695551] [INFO ] [sig       ] [2563/3605] Forecasting PLBY...
[2025-12-11T20:30:47.695599] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-11T20:30:47.695628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-11T20:30:47.708081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-11T20:30:47.708358] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-11T20:30:47.709123] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-11T20:30:47.709173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:47.709204] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:47.709230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:47.709286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:47.766230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:47.766847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:47.766949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:47.766981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:47.885377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:47.885493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:47.885530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:47.885557] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:47.888839] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-11T20:30:47.889104] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-11T20:30:47.889222] [INFO ] [sig       ] PLBY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:48.028901] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PLBY.txt
[2025-12-11T20:30:48.029012] [INFO ] [sig       ] [2563/3605] Completed PLBY in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:48.029048] [INFO ] [sig       ] [2564/3605] Forecasting PLCE...
[2025-12-11T20:30:48.029076] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-11T20:30:48.029104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-11T20:30:48.041186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-11T20:30:48.041610] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-11T20:30:48.042414] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-11T20:30:48.042467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:48.042499] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:48.042524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:48.042596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:48.098233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:48.099150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:48.099237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:48.099269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:48.221435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:48.221612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:48.221657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:48.221703] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:48.225003] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-12-11T20:30:48.225268] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-11T20:30:48.225387] [INFO ] [sig       ] PLCE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:48.362170] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PLCE.txt
[2025-12-11T20:30:48.362284] [INFO ] [sig       ] [2564/3605] Completed PLCE in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:48.362321] [INFO ] [sig       ] [2565/3605] Forecasting PLD...
[2025-12-11T20:30:48.362349] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-11T20:30:48.362377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-11T20:30:48.373555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-11T20:30:48.373863] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-11T20:30:48.374637] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-11T20:30:48.374686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:48.374716] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:48.374741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:48.374795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:48.430430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:48.431263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:48.431344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:48.431376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:48.555633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:48.555770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:48.555807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:48.555834] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:48.559079] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=50.02%)
[2025-12-11T20:30:48.559339] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-11T20:30:48.559456] [INFO ] [sig       ] PLD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:48.695373] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PLD.txt
[2025-12-11T20:30:48.695483] [INFO ] [sig       ] [2565/3605] Completed PLD in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-11T20:30:48.695519] [INFO ] [sig       ] [2566/3605] Forecasting PLPC...
[2025-12-11T20:30:48.695547] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-11T20:30:48.695590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-11T20:30:48.712548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-11T20:30:48.712864] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-11T20:30:48.713656] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-11T20:30:48.713705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:48.713735] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:48.713760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:48.713814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:48.769767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:48.770401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:48.770479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:48.770525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:48.886026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:48.886175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:48.886215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:48.886242] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:48.889533] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-11T20:30:48.889808] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-11T20:30:48.889923] [INFO ] [sig       ] PLPC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:49.026160] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PLPC.txt
[2025-12-11T20:30:49.026302] [INFO ] [sig       ] [2566/3605] Completed PLPC in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-11T20:30:49.026340] [INFO ] [sig       ] [2567/3605] Forecasting PLRX...
[2025-12-11T20:30:49.026368] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-11T20:30:49.026396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-11T20:30:49.037259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-11T20:30:49.037519] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-11T20:30:49.038320] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-11T20:30:49.038371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:49.038402] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:49.038427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:49.038495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:49.094447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:49.095134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:49.095209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:49.095241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:49.211637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:49.211799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:49.211839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:49.211867] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:49.215170] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-11T20:30:49.215462] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-11T20:30:49.215607] [INFO ] [sig       ] PLRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:49.355519] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PLRX.txt
[2025-12-11T20:30:49.355686] [INFO ] [sig       ] [2567/3605] Completed PLRX in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-11T20:30:49.355724] [INFO ] [sig       ] [2568/3605] Forecasting PLSE...
[2025-12-11T20:30:49.355753] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-11T20:30:49.355783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-11T20:30:49.367502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-11T20:30:49.367882] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-11T20:30:49.368658] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-11T20:30:49.368709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:49.368739] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:49.368964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:49.369019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:49.426783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:49.427623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:49.427704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:49.427735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:49.548435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:49.548623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:49.548675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:49.548709] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:49.552198] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-11T20:30:49.552473] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-11T20:30:49.552615] [INFO ] [sig       ] PLSE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:49.690035] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PLSE.txt
[2025-12-11T20:30:49.690195] [INFO ] [sig       ] [2568/3605] Completed PLSE in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-11T20:30:49.690233] [INFO ] [sig       ] [2569/3605] Forecasting PLTK...
[2025-12-11T20:30:49.690261] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-11T20:30:49.690290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-11T20:30:49.701512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-11T20:30:49.701875] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-11T20:30:49.702661] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-11T20:30:49.702711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:49.702742] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:49.702769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:49.702824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:49.758510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:49.759363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:49.759442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:49.759474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:49.875948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:49.876104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:49.876144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:49.876171] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:49.879501] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2025-12-11T20:30:49.879794] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-11T20:30:49.879918] [INFO ] [sig       ] PLTK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:50.019916] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PLTK.txt
[2025-12-11T20:30:50.020075] [INFO ] [sig       ] [2569/3605] Completed PLTK in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-11T20:30:50.020113] [INFO ] [sig       ] [2570/3605] Forecasting PLUG...
[2025-12-11T20:30:50.020143] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-11T20:30:50.020172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-11T20:30:50.032403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-11T20:30:50.032986] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-11T20:30:50.033982] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-11T20:30:50.034033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:50.034089] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:50.034116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:50.034171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:50.091889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:50.092772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:50.093033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:50.093064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:50.215559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:50.215729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:50.215771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:50.215798] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:50.219167] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-12-11T20:30:50.219442] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-11T20:30:50.219568] [INFO ] [sig       ] PLUG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:50.360879] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PLUG.txt
[2025-12-11T20:30:50.361037] [INFO ] [sig       ] [2570/3605] Completed PLUG in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-11T20:30:50.361079] [INFO ] [sig       ] [2571/3605] Forecasting PLUS...
[2025-12-11T20:30:50.361108] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-11T20:30:50.361136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-11T20:30:50.372731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-11T20:30:50.373078] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-11T20:30:50.373867] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-11T20:30:50.373917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:50.373948] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:50.373975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:50.374030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:50.429883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:50.430691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:50.430770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:50.430801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:50.552276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:50.552424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:50.552464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:50.552491] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:50.555782] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=83.59%)
[2025-12-11T20:30:50.556045] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-11T20:30:50.556160] [INFO ] [sig       ] PLUS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:50.695270] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PLUS.txt
[2025-12-11T20:30:50.695405] [INFO ] [sig       ] [2571/3605] Completed PLUS in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-11T20:30:50.695443] [INFO ] [sig       ] [2572/3605] Forecasting PLXS...
[2025-12-11T20:30:50.695470] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-11T20:30:50.695505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-11T20:30:50.707621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-11T20:30:50.707975] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-11T20:30:50.708751] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-11T20:30:50.708800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:50.708831] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:50.708856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:50.708911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:50.766945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:50.767684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:50.767762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:50.767795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:50.903205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:50.903364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:50.903403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:50.903431] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:50.907111] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-11T20:30:50.907427] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-11T20:30:50.907554] [INFO ] [sig       ] PLXS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:51.046931] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PLXS.txt
[2025-12-11T20:30:51.047087] [INFO ] [sig       ] [2572/3605] Completed PLXS in 0.4s | 2.94 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-11T20:30:51.047127] [INFO ] [sig       ] [2573/3605] Forecasting PLYM...
[2025-12-11T20:30:51.047155] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-11T20:30:51.047185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-11T20:30:51.059037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-11T20:30:51.059405] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-11T20:30:51.060190] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-11T20:30:51.060240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:51.060272] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:51.060297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:51.060351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:51.116689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:51.117545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:51.117652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:51.117685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:51.241203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:51.241361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:51.241400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:51.241460] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:51.244840] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-11T20:30:51.245126] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-11T20:30:51.245251] [INFO ] [sig       ] PLYM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:51.381461] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PLYM.txt
[2025-12-11T20:30:51.381640] [INFO ] [sig       ] [2573/3605] Completed PLYM in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-11T20:30:51.381681] [INFO ] [sig       ] [2574/3605] Forecasting PM...
[2025-12-11T20:30:51.381711] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-11T20:30:51.381740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-11T20:30:51.393618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-11T20:30:51.393957] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-11T20:30:51.394720] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-11T20:30:51.394770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:51.394801] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:51.394827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:51.394881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:51.450344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:51.451255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:51.451337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:51.451368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:51.572959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:51.573117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:51.573156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:51.573182] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:51.576521] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-12-11T20:30:51.576814] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-11T20:30:51.576938] [INFO ] [sig       ] PM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:51.712116] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PM.txt
[2025-12-11T20:30:51.712234] [INFO ] [sig       ] [2574/3605] Completed PM in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:51.712271] [INFO ] [sig       ] [2575/3605] Forecasting PMAX...
[2025-12-11T20:30:51.712300] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-11T20:30:51.712329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-11T20:30:51.726328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-11T20:30:51.726845] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-11T20:30:51.727724] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-11T20:30:51.727777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:51.727808] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:51.728001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:51.728269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:51.788984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:51.789999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:51.790092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:51.790124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:51.906051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:51.906211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:51.906263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:51.906307] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:51.909809] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=23.80%)
[2025-12-11T20:30:51.910091] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-11T20:30:51.910217] [INFO ] [sig       ] PMAX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:52.051723] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PMAX.txt
[2025-12-11T20:30:52.051882] [INFO ] [sig       ] [2575/3605] Completed PMAX in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:52.051920] [INFO ] [sig       ] [2576/3605] Forecasting PML...
[2025-12-11T20:30:52.051949] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-11T20:30:52.051979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-11T20:30:52.064152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-11T20:30:52.064458] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-11T20:30:52.065262] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-11T20:30:52.065314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:52.065345] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:52.065371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:52.065426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:52.120603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:52.121172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:52.121250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:52.121281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:52.234601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:52.234708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:52.234745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:52.234771] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:52.237804] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-11T20:30:52.238073] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-11T20:30:52.238187] [INFO ] [sig       ] PML: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:52.377644] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PML.txt
[2025-12-11T20:30:52.377764] [INFO ] [sig       ] [2576/3605] Completed PML in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:52.377801] [INFO ] [sig       ] [2577/3605] Forecasting PMM...
[2025-12-11T20:30:52.377828] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-11T20:30:52.377868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-11T20:30:52.389118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-11T20:30:52.389382] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-11T20:30:52.390132] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-11T20:30:52.390183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:52.390214] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:52.390240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:52.390294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:52.445992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:52.446567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:52.446660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:52.446691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:52.561931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:52.562035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:52.562068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:52.562095] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:52.565145] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-11T20:30:52.565401] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-11T20:30:52.565520] [INFO ] [sig       ] PMM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:52.702429] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PMM.txt
[2025-12-11T20:30:52.702533] [INFO ] [sig       ] [2577/3605] Completed PMM in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:52.702590] [INFO ] [sig       ] [2578/3605] Forecasting PMO...
[2025-12-11T20:30:52.702623] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-11T20:30:52.702652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-11T20:30:52.713407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-11T20:30:52.713663] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-11T20:30:52.714404] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-11T20:30:52.714453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:52.714483] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:52.714509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:52.714562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:52.770836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:52.771411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:52.771488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:52.771519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:52.886638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:52.886743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:52.886777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:52.886804] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:52.890886] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=34.62%)
[2025-12-11T20:30:52.891302] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-11T20:30:52.891457] [INFO ] [sig       ] PMO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:53.030584] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PMO.txt
[2025-12-11T20:30:53.030734] [INFO ] [sig       ] [2578/3605] Completed PMO in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:53.030773] [INFO ] [sig       ] [2579/3605] Forecasting PMTS...
[2025-12-11T20:30:53.030801] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-11T20:30:53.030831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-11T20:30:53.043281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-11T20:30:53.043620] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-11T20:30:53.044404] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-11T20:30:53.044454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:53.044485] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:53.044510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:53.044565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:53.103722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:53.104688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:53.104777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:53.104813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:53.225165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:53.225338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:53.225379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:53.225406] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:53.228950] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-12-11T20:30:53.229234] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-11T20:30:53.229357] [INFO ] [sig       ] PMTS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:53.368756] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PMTS.txt
[2025-12-11T20:30:53.368900] [INFO ] [sig       ] [2579/3605] Completed PMTS in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:53.368936] [INFO ] [sig       ] [2580/3605] Forecasting PMVP...
[2025-12-11T20:30:53.368964] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-11T20:30:53.368993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-11T20:30:53.381180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-11T20:30:53.381507] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-11T20:30:53.382296] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-11T20:30:53.382346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:53.382377] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:53.382402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:53.382457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:53.438394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:53.439127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:53.439236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:53.439267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:53.560656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:53.560823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:53.560864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:53.560892] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:53.564291] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=59.44%)
[2025-12-11T20:30:53.564569] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-11T20:30:53.564715] [INFO ] [sig       ] PMVP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:53.702412] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PMVP.txt
[2025-12-11T20:30:53.702561] [INFO ] [sig       ] [2580/3605] Completed PMVP in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:53.702619] [INFO ] [sig       ] [2581/3605] Forecasting PNC...
[2025-12-11T20:30:53.702650] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-11T20:30:53.702681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-11T20:30:53.714860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-11T20:30:53.715183] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-11T20:30:53.715980] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-11T20:30:53.716043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:53.716077] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:53.716105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:53.716162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:53.772946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:53.773809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:53.773892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:53.773929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:53.898416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:53.898614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:53.898662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:53.898690] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:53.902001] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-12-11T20:30:53.902274] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-11T20:30:53.902396] [INFO ] [sig       ] PNC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:54.042469] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PNC.txt
[2025-12-11T20:30:54.042618] [INFO ] [sig       ] [2581/3605] Completed PNC in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:54.042664] [INFO ] [sig       ] [2582/3605] Forecasting PNFP...
[2025-12-11T20:30:54.042700] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-11T20:30:54.042737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-11T20:30:54.054885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-11T20:30:54.055209] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-11T20:30:54.056055] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-11T20:30:54.056107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:54.056140] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:54.056166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:54.056221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:54.114874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:54.115534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:54.115629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:54.115663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:54.230786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:54.230944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:54.230984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:54.231011] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:54.234522] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-11T20:30:54.234812] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-11T20:30:54.234933] [INFO ] [sig       ] PNFP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:54.377482] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PNFP.txt
[2025-12-11T20:30:54.377625] [INFO ] [sig       ] [2582/3605] Completed PNFP in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:54.377672] [INFO ] [sig       ] [2583/3605] Forecasting PNI...
[2025-12-11T20:30:54.377707] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-11T20:30:54.377742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-11T20:30:54.388545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-11T20:30:54.388854] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-11T20:30:54.389612] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-11T20:30:54.389668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:54.389705] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:54.389737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:54.389804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:54.447212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:54.448014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:54.448096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:54.448127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:54.558472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:54.558644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:54.558691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:54.558725] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:54.562102] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-11T20:30:54.562372] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-11T20:30:54.562492] [INFO ] [sig       ] PNI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:54.704766] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PNI.txt
[2025-12-11T20:30:54.704957] [INFO ] [sig       ] [2583/3605] Completed PNI in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-11T20:30:54.705006] [INFO ] [sig       ] [2584/3605] Forecasting PNQI...
[2025-12-11T20:30:54.705045] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-11T20:30:54.705083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-11T20:30:54.717110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-11T20:30:54.717431] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-11T20:30:54.718279] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-11T20:30:54.718331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:54.718363] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:54.718389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:54.718443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:54.775685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:54.776311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:54.776386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:54.776418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:54.897808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:54.897993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:54.898036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:54.898062] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:54.901353] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2025-12-11T20:30:54.901630] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-11T20:30:54.901751] [INFO ] [sig       ] PNQI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:55.039394] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PNQI.txt
[2025-12-11T20:30:55.039521] [INFO ] [sig       ] [2584/3605] Completed PNQI in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-11T20:30:55.039565] [INFO ] [sig       ] [2585/3605] Forecasting PNRG...
[2025-12-11T20:30:55.039621] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-11T20:30:55.039660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-11T20:30:55.050784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-11T20:30:55.051056] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-11T20:30:55.051829] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-11T20:30:55.051878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:55.051909] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:55.051935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:55.051991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:55.109007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:55.109691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:55.109772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:55.109803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:55.225298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:55.225456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:55.225499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:55.225527] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:55.229057] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2025-12-11T20:30:55.229333] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-11T20:30:55.229460] [INFO ] [sig       ] PNRG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:55.377747] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PNRG.txt
[2025-12-11T20:30:55.377967] [INFO ] [sig       ] [2585/3605] Completed PNRG in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-11T20:30:55.378025] [INFO ] [sig       ] [2586/3605] Forecasting PNTG...
[2025-12-11T20:30:55.378068] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-11T20:30:55.378110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-11T20:30:55.392999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-11T20:30:55.393456] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-11T20:30:55.394535] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-11T20:30:55.394627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:55.394673] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:55.394713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:55.394797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:55.461505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:55.462429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:55.462509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:55.462541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:55.580859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:55.581015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:55.581058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:55.581088] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:55.584511] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-12-11T20:30:55.584840] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-11T20:30:55.584969] [INFO ] [sig       ] PNTG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:55.723553] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PNTG.txt
[2025-12-11T20:30:55.723704] [INFO ] [sig       ] [2586/3605] Completed PNTG in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-11T20:30:55.723744] [INFO ] [sig       ] [2587/3605] Forecasting POAI...
[2025-12-11T20:30:55.723774] [INFO ] [sig       ] Generating forecast for: POAI
[2025-12-11T20:30:55.723802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-12-11T20:30:55.734991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-12-11T20:30:55.735299] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-12-11T20:30:55.736063] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-12-11T20:30:55.736113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:55.736169] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:55.736198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:55.736253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:55.791905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:55.792520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:55.792616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:55.792650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:55.907059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:55.907191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:55.907229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:55.907256] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:55.910563] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: DOWN (p=41.17%)
[2025-12-11T20:30:55.910841] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-12-11T20:30:55.910960] [INFO ] [sig       ] POAI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:56.047433] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/POAI.txt
[2025-12-11T20:30:56.047560] [INFO ] [sig       ] [2587/3605] Completed POAI in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-11T20:30:56.047672] [INFO ] [sig       ] [2588/3605] Forecasting PODD...
[2025-12-11T20:30:56.047702] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-11T20:30:56.047729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-11T20:30:56.059624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-11T20:30:56.059952] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-11T20:30:56.060754] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-11T20:30:56.060804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:56.060836] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:56.060862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:56.060916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:56.117350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:56.118154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:56.118235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:56.118267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:56.236264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:56.236418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:56.236476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:56.236504] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:56.239896] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=69.96%)
[2025-12-11T20:30:56.240160] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-11T20:30:56.240280] [INFO ] [sig       ] PODD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:56.382081] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PODD.txt
[2025-12-11T20:30:56.382209] [INFO ] [sig       ] [2588/3605] Completed PODD in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-11T20:30:56.382250] [INFO ] [sig       ] [2589/3605] Forecasting POOL...
[2025-12-11T20:30:56.382278] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-11T20:30:56.382307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-11T20:30:56.393849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-11T20:30:56.394136] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-11T20:30:56.394903] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-11T20:30:56.394953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:56.394986] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:56.395012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:56.395067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:56.452116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:56.452854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:56.452931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:56.452962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:56.573101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:56.573254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:56.573293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:56.573319] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:56.576677] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-11T20:30:56.576942] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-11T20:30:56.577079] [INFO ] [sig       ] POOL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:56.714645] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/POOL.txt
[2025-12-11T20:30:56.714771] [INFO ] [sig       ] [2589/3605] Completed POOL in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-11T20:30:56.714810] [INFO ] [sig       ] [2590/3605] Forecasting POWI...
[2025-12-11T20:30:56.714838] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-11T20:30:56.714869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-11T20:30:56.729454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-11T20:30:56.729789] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-11T20:30:56.730542] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-11T20:30:56.730608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:56.730639] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:56.730664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:56.730719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:56.786384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:56.787171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:56.787251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:56.787281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:56.902184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:56.902332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:56.902369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:56.902428] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:56.905744] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=20.78%)
[2025-12-11T20:30:56.906009] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-11T20:30:56.906128] [INFO ] [sig       ] POWI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:57.042725] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/POWI.txt
[2025-12-11T20:30:57.042841] [INFO ] [sig       ] [2590/3605] Completed POWI in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-11T20:30:57.042878] [INFO ] [sig       ] [2591/3605] Forecasting POWL...
[2025-12-11T20:30:57.042906] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-11T20:30:57.042934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-11T20:30:57.054508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-11T20:30:57.054824] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-11T20:30:57.055615] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-11T20:30:57.055668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:57.055701] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:57.055729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:57.055786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:57.111168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:57.111774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:57.111850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:57.111880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:57.230768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:57.230910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:57.230947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:57.230974] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:57.234193] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2025-12-11T20:30:57.234456] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-11T20:30:57.234591] [INFO ] [sig       ] POWL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:57.370316] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/POWL.txt
[2025-12-11T20:30:57.370443] [INFO ] [sig       ] [2591/3605] Completed POWL in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:30:57.370479] [INFO ] [sig       ] [2592/3605] Forecasting PPC...
[2025-12-11T20:30:57.370507] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-11T20:30:57.370536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-11T20:30:57.381866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-11T20:30:57.382148] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-11T20:30:57.382943] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-11T20:30:57.382995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:57.383038] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:57.383067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:57.383124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:57.439252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:57.439862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:57.439938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:57.439969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:57.556506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:57.556671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:57.556710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:57.556738] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:57.560067] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-11T20:30:57.560326] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-11T20:30:57.560444] [INFO ] [sig       ] PPC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:57.696505] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PPC.txt
[2025-12-11T20:30:57.696643] [INFO ] [sig       ] [2592/3605] Completed PPC in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:30:57.696681] [INFO ] [sig       ] [2593/3605] Forecasting PPG...
[2025-12-11T20:30:57.696709] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-11T20:30:57.696738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-11T20:30:57.712563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-11T20:30:57.712967] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-11T20:30:57.713804] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-11T20:30:57.713855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:57.713885] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:57.713911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:57.713964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:57.770428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:57.771121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:57.771199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:57.771230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:57.894227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:57.894386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:57.894426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:57.894452] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:57.897811] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-11T20:30:57.898099] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-11T20:30:57.898218] [INFO ] [sig       ] PPG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:58.034794] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PPG.txt
[2025-12-11T20:30:58.034935] [INFO ] [sig       ] [2593/3605] Completed PPG in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:30:58.034972] [INFO ] [sig       ] [2594/3605] Forecasting PPH...
[2025-12-11T20:30:58.034999] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-11T20:30:58.035027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-11T20:30:58.046403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-11T20:30:58.046716] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-11T20:30:58.047504] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-11T20:30:58.047555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:58.047610] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:58.047639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:58.047701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:58.110652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:58.111771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:58.111878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:58.111925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:58.233226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:58.233385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:58.233426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:58.233454] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:58.236879] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-11T20:30:58.237158] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-11T20:30:58.237285] [INFO ] [sig       ] PPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:58.377148] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PPH.txt
[2025-12-11T20:30:58.377267] [INFO ] [sig       ] [2594/3605] Completed PPH in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:30:58.377305] [INFO ] [sig       ] [2595/3605] Forecasting PPIH...
[2025-12-11T20:30:58.377333] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-11T20:30:58.377361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-11T20:30:58.388418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-11T20:30:58.388759] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-11T20:30:58.389506] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-11T20:30:58.389556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:58.389609] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:58.389636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:58.389691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:58.448320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:58.449053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:58.449132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:58.449166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:58.570919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:58.571079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:58.571119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:58.571145] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:58.574485] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-12-11T20:30:58.574792] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-11T20:30:58.574920] [INFO ] [sig       ] PPIH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:58.714141] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PPIH.txt
[2025-12-11T20:30:58.714287] [INFO ] [sig       ] [2595/3605] Completed PPIH in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:30:58.714331] [INFO ] [sig       ] [2596/3605] Forecasting PPL...
[2025-12-11T20:30:58.714361] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-11T20:30:58.714391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-11T20:30:58.725906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-11T20:30:58.726277] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-11T20:30:58.727141] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-11T20:30:58.727193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:58.727226] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:58.727254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:58.727309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:58.784130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:58.784977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:58.785057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:58.785089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:58.904880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:58.905059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:58.905103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:58.905132] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:58.908531] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-11T20:30:58.908804] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-11T20:30:58.908920] [INFO ] [sig       ] PPL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:30:59.046258] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PPL.txt
[2025-12-11T20:30:59.046385] [INFO ] [sig       ] [2596/3605] Completed PPL in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:30:59.046421] [INFO ] [sig       ] [2597/3605] Forecasting PPSI...
[2025-12-11T20:30:59.046449] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-11T20:30:59.046477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-11T20:30:59.058122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-11T20:30:59.058416] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-11T20:30:59.059258] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-11T20:30:59.059311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:59.059343] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:59.059371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:59.059430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:59.115216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:59.115857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:59.115957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:59.115990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:59.234476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:59.234654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:59.234695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:59.234722] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:59.238013] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=30.51%)
[2025-12-11T20:30:59.238273] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-11T20:30:59.238390] [INFO ] [sig       ] PPSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:59.382389] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PPSI.txt
[2025-12-11T20:30:59.382513] [INFO ] [sig       ] [2597/3605] Completed PPSI in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:30:59.382549] [INFO ] [sig       ] [2598/3605] Forecasting PPTA...
[2025-12-11T20:30:59.382596] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-11T20:30:59.382627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-11T20:30:59.393886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-11T20:30:59.394169] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-11T20:30:59.394938] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-11T20:30:59.394988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:59.395019] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:59.395045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:59.395101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:59.452767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:59.453461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:59.453541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:59.453592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:59.572757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:59.572898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:59.572940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:59.572970] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:59.576428] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-12-11T20:30:59.576722] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-11T20:30:59.576849] [INFO ] [sig       ] PPTA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:30:59.721598] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PPTA.txt
[2025-12-11T20:30:59.721728] [INFO ] [sig       ] [2598/3605] Completed PPTA in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:30:59.721766] [INFO ] [sig       ] [2599/3605] Forecasting PRA...
[2025-12-11T20:30:59.721794] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-11T20:30:59.721823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-11T20:30:59.732994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-11T20:30:59.733310] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-11T20:30:59.734100] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-11T20:30:59.734151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:30:59.734182] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:30:59.734208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:30:59.734262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:30:59.792161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:30:59.792866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:30:59.792947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:30:59.792982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:30:59.911724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:30:59.911884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:30:59.911936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:30:59.911985] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:30:59.915475] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-11T20:30:59.915765] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-11T20:30:59.915894] [INFO ] [sig       ] PRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:00.062633] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRA.txt
[2025-12-11T20:31:00.062768] [INFO ] [sig       ] [2599/3605] Completed PRA in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:31:00.062809] [INFO ] [sig       ] [2600/3605] Forecasting PRAA...
[2025-12-11T20:31:00.062844] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-11T20:31:00.062875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-11T20:31:00.075533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-11T20:31:00.075889] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-11T20:31:00.076684] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-11T20:31:00.076739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:00.076781] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:00.076810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:00.076867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:00.137555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:00.138549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:00.138653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:00.138687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:00.260129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:00.260293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:00.260332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:00.260360] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:00.263652] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-11T20:31:00.263940] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-11T20:31:00.264062] [INFO ] [sig       ] PRAA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:00.399550] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRAA.txt
[2025-12-11T20:31:00.399804] [INFO ] [sig       ] [2600/3605] Completed PRAA in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:31:00.399847] [INFO ] [sig       ] [2601/3605] Forecasting PRAX...
[2025-12-11T20:31:00.399875] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-11T20:31:00.399905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-11T20:31:00.410965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-11T20:31:00.411261] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-11T20:31:00.412017] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-11T20:31:00.412067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:00.412098] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:00.412124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:00.412179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:00.468230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:00.468829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:00.468931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:00.468970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:00.589097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:00.589217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:00.589252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:00.589280] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:00.592447] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-11T20:31:00.592724] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-11T20:31:00.592841] [INFO ] [sig       ] PRAX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:00.728977] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PRAX.txt
[2025-12-11T20:31:00.729086] [INFO ] [sig       ] [2601/3605] Completed PRAX in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-11T20:31:00.729122] [INFO ] [sig       ] [2602/3605] Forecasting PRCH...
[2025-12-11T20:31:00.729151] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-11T20:31:00.729179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-11T20:31:00.740297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-11T20:31:00.740552] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-11T20:31:00.741301] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-11T20:31:00.741351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:00.741382] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:00.741408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:00.741462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:00.797650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:00.798250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:00.798323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:00.798355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:00.922072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:00.922195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:00.922232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:00.922259] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:00.925560] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-11T20:31:00.925853] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-11T20:31:00.925977] [INFO ] [sig       ] PRCH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:01.062464] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PRCH.txt
[2025-12-11T20:31:01.062619] [INFO ] [sig       ] [2602/3605] Completed PRCH in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-11T20:31:01.062659] [INFO ] [sig       ] [2603/3605] Forecasting PRDO...
[2025-12-11T20:31:01.062687] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-11T20:31:01.062717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-11T20:31:01.073800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-11T20:31:01.074070] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-11T20:31:01.074829] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-11T20:31:01.074880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:01.074911] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:01.074948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:01.075005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:01.130924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:01.131518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:01.131615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:01.131648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:01.251514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:01.251668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:01.251706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:01.251734] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:01.254941] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=35.80%)
[2025-12-11T20:31:01.255208] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-11T20:31:01.255329] [INFO ] [sig       ] PRDO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:01.393222] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRDO.txt
[2025-12-11T20:31:01.393347] [INFO ] [sig       ] [2603/3605] Completed PRDO in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-11T20:31:01.393384] [INFO ] [sig       ] [2604/3605] Forecasting PRFZ...
[2025-12-11T20:31:01.393412] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-11T20:31:01.393440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-11T20:31:01.404256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-11T20:31:01.404553] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-11T20:31:01.405330] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-11T20:31:01.405381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:01.405438] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:01.405466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:01.405522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:01.461594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:01.462641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:01.462721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:01.462753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:01.583381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:01.583513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:01.583550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:01.583595] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:01.586774] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=68.43%)
[2025-12-11T20:31:01.587031] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-11T20:31:01.587150] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:01.723396] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PRFZ.txt
[2025-12-11T20:31:01.723535] [INFO ] [sig       ] [2604/3605] Completed PRFZ in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-11T20:31:01.723591] [INFO ] [sig       ] [2605/3605] Forecasting PRG...
[2025-12-11T20:31:01.723622] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-11T20:31:01.723652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-11T20:31:01.735303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-11T20:31:01.735672] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-11T20:31:01.736447] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-11T20:31:01.736497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:01.736527] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:01.736552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:01.736635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:01.792665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:01.793445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:01.793528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:01.793560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:01.912670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:01.912855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:01.912899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:01.912928] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:01.916328] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-12-11T20:31:01.916651] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-11T20:31:01.916779] [INFO ] [sig       ] PRG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:02.055885] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRG.txt
[2025-12-11T20:31:02.056012] [INFO ] [sig       ] [2605/3605] Completed PRG in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-11T20:31:02.056050] [INFO ] [sig       ] [2606/3605] Forecasting PRGO...
[2025-12-11T20:31:02.056078] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-11T20:31:02.056106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-11T20:31:02.067266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-11T20:31:02.067527] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-11T20:31:02.068330] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-11T20:31:02.068381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:02.068412] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:02.068437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:02.068495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:02.124380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:02.124994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:02.125070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:02.125101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:02.241825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:02.241955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:02.241992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:02.242018] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:02.245181] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-12-11T20:31:02.245439] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-11T20:31:02.245554] [INFO ] [sig       ] PRGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:02.388285] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PRGO.txt
[2025-12-11T20:31:02.388441] [INFO ] [sig       ] [2606/3605] Completed PRGO in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-11T20:31:02.388480] [INFO ] [sig       ] [2607/3605] Forecasting PRGS...
[2025-12-11T20:31:02.388508] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-11T20:31:02.388545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-11T20:31:02.400259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-11T20:31:02.400564] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-11T20:31:02.401330] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-11T20:31:02.401379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:02.401410] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:02.401435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:02.401490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:02.458329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:02.459279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:02.459363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:02.459396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:02.577408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:02.577562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:02.577621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:02.577682] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:02.581491] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-11T20:31:02.581843] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-11T20:31:02.581979] [INFO ] [sig       ] PRGS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:02.725748] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRGS.txt
[2025-12-11T20:31:02.725898] [INFO ] [sig       ] [2607/3605] Completed PRGS in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-11T20:31:02.725937] [INFO ] [sig       ] [2608/3605] Forecasting PRH...
[2025-12-11T20:31:02.725965] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-11T20:31:02.725994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-11T20:31:02.737956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-11T20:31:02.738351] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-11T20:31:02.739174] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-11T20:31:02.739228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:02.739261] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:02.739288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:02.739344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:02.798633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:02.799593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:02.799694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:02.799747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:02.922158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:02.922310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:02.922351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:02.922383] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:02.925728] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=43.92%)
[2025-12-11T20:31:02.926023] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-11T20:31:02.926150] [INFO ] [sig       ] PRH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:03.083741] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRH.txt
[2025-12-11T20:31:03.083894] [INFO ] [sig       ] [2608/3605] Completed PRH in 0.4s | 2.94 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-11T20:31:03.083938] [INFO ] [sig       ] [2609/3605] Forecasting PRI...
[2025-12-11T20:31:03.083968] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-11T20:31:03.083997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-11T20:31:03.095328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-11T20:31:03.095688] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-11T20:31:03.096442] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-11T20:31:03.096492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:03.096523] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:03.096548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:03.096636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:03.153360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:03.154226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:03.154310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:03.154344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:03.270603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:03.270759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:03.270799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:03.270828] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:03.274232] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2025-12-11T20:31:03.274516] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-11T20:31:03.274662] [INFO ] [sig       ] PRI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:03.417168] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PRI.txt
[2025-12-11T20:31:03.417318] [INFO ] [sig       ] [2609/3605] Completed PRI in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:03.417356] [INFO ] [sig       ] [2610/3605] Forecasting PRIM...
[2025-12-11T20:31:03.417386] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-11T20:31:03.417417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-11T20:31:03.429249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-11T20:31:03.429666] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-11T20:31:03.430507] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-11T20:31:03.430560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:03.430618] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:03.430649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:03.430720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:03.489388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:03.490319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:03.490408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:03.490441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:03.614908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:03.615064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:03.615103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:03.615130] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:03.618820] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-11T20:31:03.619084] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-11T20:31:03.619203] [INFO ] [sig       ] PRIM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:03.760729] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PRIM.txt
[2025-12-11T20:31:03.760874] [INFO ] [sig       ] [2610/3605] Completed PRIM in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:03.760914] [INFO ] [sig       ] [2611/3605] Forecasting PRLB...
[2025-12-11T20:31:03.760942] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-11T20:31:03.760971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-11T20:31:03.772723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-11T20:31:03.772995] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-11T20:31:03.773780] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-11T20:31:03.773833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:03.773878] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:03.773922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:03.773994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:03.831800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:03.832548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:03.832643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:03.832675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:03.955223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:03.955382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:03.955421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:03.955448] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:03.958828] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=21.08%)
[2025-12-11T20:31:03.959108] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-11T20:31:03.959239] [INFO ] [sig       ] PRLB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:04.097319] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRLB.txt
[2025-12-11T20:31:04.097469] [INFO ] [sig       ] [2611/3605] Completed PRLB in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:04.097507] [INFO ] [sig       ] [2612/3605] Forecasting PRM...
[2025-12-11T20:31:04.097537] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-11T20:31:04.097566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-11T20:31:04.109739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-11T20:31:04.110031] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-11T20:31:04.110793] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-11T20:31:04.110844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:04.110875] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:04.110901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:04.110955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:04.167241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:04.167888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:04.167967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:04.167998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:04.284947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:04.285082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:04.285119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:04.285147] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:04.288408] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=78.87%)
[2025-12-11T20:31:04.288690] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-11T20:31:04.288811] [INFO ] [sig       ] PRM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:04.429234] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PRM.txt
[2025-12-11T20:31:04.429382] [INFO ] [sig       ] [2612/3605] Completed PRM in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:04.429418] [INFO ] [sig       ] [2613/3605] Forecasting PRME...
[2025-12-11T20:31:04.429448] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-11T20:31:04.429476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-11T20:31:04.441273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-11T20:31:04.441646] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-11T20:31:04.442393] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-11T20:31:04.442443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:04.442474] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:04.442499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:04.442553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:04.499246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:04.500111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:04.500189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:04.500221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:04.617025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:04.617178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:04.617217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:04.617246] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:04.620662] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-11T20:31:04.620929] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-11T20:31:04.621059] [INFO ] [sig       ] PRME: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:04.760816] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRME.txt
[2025-12-11T20:31:04.760937] [INFO ] [sig       ] [2613/3605] Completed PRME in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:04.760973] [INFO ] [sig       ] [2614/3605] Forecasting PRN...
[2025-12-11T20:31:04.761002] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-11T20:31:04.761031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-11T20:31:04.772425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-11T20:31:04.772733] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-11T20:31:04.773529] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-11T20:31:04.773602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:04.773636] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:04.773665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:04.773733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:04.832932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:04.833696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:04.833803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:04.833837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:04.953986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:04.954141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:04.954181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:04.954209] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:04.958137] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=46.73%)
[2025-12-11T20:31:04.958659] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-11T20:31:04.958794] [INFO ] [sig       ] PRN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:05.101148] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRN.txt
[2025-12-11T20:31:05.101311] [INFO ] [sig       ] [2614/3605] Completed PRN in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:05.101352] [INFO ] [sig       ] [2615/3605] Forecasting PROF...
[2025-12-11T20:31:05.101383] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-11T20:31:05.101413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-11T20:31:05.120207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-11T20:31:05.120597] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-11T20:31:05.121370] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-11T20:31:05.121421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:05.121452] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:05.121477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:05.121532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:05.178977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:05.179815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:05.179899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:05.179944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:05.301121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:05.301274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:05.301313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:05.301341] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:05.304706] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-11T20:31:05.305000] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-11T20:31:05.305127] [INFO ] [sig       ] PROF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:05.449380] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PROF.txt
[2025-12-11T20:31:05.449529] [INFO ] [sig       ] [2615/3605] Completed PROF in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:05.449585] [INFO ] [sig       ] [2616/3605] Forecasting PROK...
[2025-12-11T20:31:05.449617] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-11T20:31:05.449646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-11T20:31:05.466837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-11T20:31:05.467254] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-11T20:31:05.468179] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-11T20:31:05.468247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:05.468279] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:05.468305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:05.468360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:05.526056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:05.526934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:05.527012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:05.527044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:05.643890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:05.644038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:05.644076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:05.644104] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:05.647355] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=31.13%)
[2025-12-11T20:31:05.647629] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-11T20:31:05.647746] [INFO ] [sig       ] PROK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:05.784398] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PROK.txt
[2025-12-11T20:31:05.784530] [INFO ] [sig       ] [2616/3605] Completed PROK in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:05.784566] [INFO ] [sig       ] [2617/3605] Forecasting PRTA...
[2025-12-11T20:31:05.784613] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-11T20:31:05.784643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-11T20:31:05.795810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-11T20:31:05.796093] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-11T20:31:05.796861] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-11T20:31:05.796911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:05.796942] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:05.796968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:05.797023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:05.852861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:05.853648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:05.853726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:05.853762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:05.968327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:05.968468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:05.968505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:05.968533] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:05.971782] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-11T20:31:05.972041] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-11T20:31:05.972156] [INFO ] [sig       ] PRTA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:06.112170] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRTA.txt
[2025-12-11T20:31:06.112371] [INFO ] [sig       ] [2617/3605] Completed PRTA in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:06.112425] [INFO ] [sig       ] [2618/3605] Forecasting PRTH...
[2025-12-11T20:31:06.112465] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-11T20:31:06.112506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-11T20:31:06.123912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-11T20:31:06.124209] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-11T20:31:06.125393] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-11T20:31:06.125449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:06.125481] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:06.125508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:06.125564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:06.182838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:06.183598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:06.183813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:06.183883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:06.302309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:06.302454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:06.302492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:06.302519] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:06.305828] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2025-12-11T20:31:06.306124] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-11T20:31:06.306244] [INFO ] [sig       ] PRTH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:06.494253] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PRTH.txt
[2025-12-11T20:31:06.494398] [INFO ] [sig       ] [2618/3605] Completed PRTH in 0.4s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:06.494435] [INFO ] [sig       ] [2619/3605] Forecasting PRVA...
[2025-12-11T20:31:06.494463] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-11T20:31:06.494493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-11T20:31:06.520557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-11T20:31:06.520912] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-11T20:31:06.521702] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-11T20:31:06.521755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:06.521788] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:06.521815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:06.521872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:06.578689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:06.579335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:06.579413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:06.579446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:06.705218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:06.705371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:06.705411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:06.705440] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:06.708809] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=70.96%)
[2025-12-11T20:31:06.709088] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-11T20:31:06.709218] [INFO ] [sig       ] PRVA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:06.847517] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PRVA.txt
[2025-12-11T20:31:06.847692] [INFO ] [sig       ] [2619/3605] Completed PRVA in 0.4s | 2.94 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-11T20:31:06.847733] [INFO ] [sig       ] [2620/3605] Forecasting PRZO...
[2025-12-11T20:31:06.847763] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-11T20:31:06.847792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-11T20:31:06.859214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-11T20:31:06.859630] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-11T20:31:06.860441] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-11T20:31:06.860493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:06.860527] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:06.860554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:06.860637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:06.919682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:06.920551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:06.920652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:06.920685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:07.038837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:07.038996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:07.039049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:07.039093] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:07.042757] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2025-12-11T20:31:07.043057] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-11T20:31:07.043223] [INFO ] [sig       ] PRZO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:07.185936] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PRZO.txt
[2025-12-11T20:31:07.186092] [INFO ] [sig       ] [2620/3605] Completed PRZO in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-11T20:31:07.186132] [INFO ] [sig       ] [2621/3605] Forecasting PSC...
[2025-12-11T20:31:07.186163] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-11T20:31:07.186194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-11T20:31:07.201895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-11T20:31:07.202254] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-11T20:31:07.203043] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-11T20:31:07.203097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:07.203155] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:07.203184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:07.203242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:07.262292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:07.263170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:07.263252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:07.263286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:07.386479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:07.386657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:07.386706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:07.386736] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:07.390196] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=70.35%)
[2025-12-11T20:31:07.390491] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-11T20:31:07.390637] [INFO ] [sig       ] PSC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:07.546713] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSC.txt
[2025-12-11T20:31:07.546867] [INFO ] [sig       ] [2621/3605] Completed PSC in 0.4s | 2.94 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-11T20:31:07.546906] [INFO ] [sig       ] [2622/3605] Forecasting PSCE...
[2025-12-11T20:31:07.546934] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-11T20:31:07.546964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-11T20:31:07.558100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-11T20:31:07.558424] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-11T20:31:07.559219] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-11T20:31:07.559269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:07.559300] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:07.559326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:07.559381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:07.616006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:07.616877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:07.616956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:07.616988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:07.725273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:07.725380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:07.725419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:07.725446] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:07.728870] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-12-11T20:31:07.729196] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-11T20:31:07.729358] [INFO ] [sig       ] PSCE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:07.870008] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSCE.txt
[2025-12-11T20:31:07.870172] [INFO ] [sig       ] [2622/3605] Completed PSCE in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-11T20:31:07.870212] [INFO ] [sig       ] [2623/3605] Forecasting PSCH...
[2025-12-11T20:31:07.870241] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-11T20:31:07.870270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-11T20:31:07.881365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-11T20:31:07.881642] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-11T20:31:07.882402] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-11T20:31:07.882453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:07.882484] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:07.882510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:07.882564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:07.938388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:07.939007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:07.939083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:07.939114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:08.049147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:08.049323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:08.049364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:08.049390] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:08.052790] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-11T20:31:08.053071] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-11T20:31:08.053196] [INFO ] [sig       ] PSCH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:08.191613] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSCH.txt
[2025-12-11T20:31:08.191758] [INFO ] [sig       ] [2623/3605] Completed PSCH in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-11T20:31:08.191797] [INFO ] [sig       ] [2624/3605] Forecasting PSEC...
[2025-12-11T20:31:08.191825] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-11T20:31:08.191856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-11T20:31:08.203103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-11T20:31:08.203461] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-11T20:31:08.204233] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-11T20:31:08.204283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:08.204314] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:08.204340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:08.204394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:08.260029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:08.260901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:08.260982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:08.261014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:08.383311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:08.383464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:08.383503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:08.383564] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:08.387048] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=91.10%)
[2025-12-11T20:31:08.387330] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-11T20:31:08.387456] [INFO ] [sig       ] PSEC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:08.528650] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSEC.txt
[2025-12-11T20:31:08.528785] [INFO ] [sig       ] [2624/3605] Completed PSEC in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-11T20:31:08.528823] [INFO ] [sig       ] [2625/3605] Forecasting PSF...
[2025-12-11T20:31:08.528852] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-11T20:31:08.528881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-11T20:31:08.540162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-11T20:31:08.540449] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-11T20:31:08.541265] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-11T20:31:08.541317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:08.541348] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:08.541374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:08.541428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:08.599381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:08.600044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:08.600120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:08.600152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:08.719102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:08.719275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:08.719317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:08.719344] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:08.722960] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=53.43%)
[2025-12-11T20:31:08.723310] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-11T20:31:08.723453] [INFO ] [sig       ] PSF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:08.868786] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSF.txt
[2025-12-11T20:31:08.868943] [INFO ] [sig       ] [2625/3605] Completed PSF in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-11T20:31:08.868990] [INFO ] [sig       ] [2626/3605] Forecasting PSFE...
[2025-12-11T20:31:08.869023] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-11T20:31:08.869053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-11T20:31:08.880611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-11T20:31:08.880952] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-11T20:31:08.881784] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-11T20:31:08.881836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:08.881868] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:08.881895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:08.881953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:08.941428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:08.942313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:08.942405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:08.942440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:09.064955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:09.065112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:09.065153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:09.065183] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:09.068807] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-12-11T20:31:09.069147] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-11T20:31:09.069293] [INFO ] [sig       ] PSFE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:09.233412] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSFE.txt
[2025-12-11T20:31:09.233543] [INFO ] [sig       ] [2626/3605] Completed PSFE in 0.4s | 2.94 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-11T20:31:09.233600] [INFO ] [sig       ] [2627/3605] Forecasting PSHG...
[2025-12-11T20:31:09.233632] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-11T20:31:09.233660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-11T20:31:09.246144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-11T20:31:09.246584] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-11T20:31:09.247524] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-11T20:31:09.247593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:09.247636] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:09.247662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:09.247716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:09.304252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:09.304861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:09.304937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:09.304969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:09.420235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:09.420354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:09.420393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:09.420420] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:09.423591] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-12-11T20:31:09.423848] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-11T20:31:09.423963] [INFO ] [sig       ] PSHG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:09.561697] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSHG.txt
[2025-12-11T20:31:09.561812] [INFO ] [sig       ] [2627/3605] Completed PSHG in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:09.561848] [INFO ] [sig       ] [2628/3605] Forecasting PSN...
[2025-12-11T20:31:09.561877] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-11T20:31:09.561904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-11T20:31:09.572878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-11T20:31:09.573134] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-11T20:31:09.573890] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-11T20:31:09.573939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:09.573971] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:09.573997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:09.574051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:09.630703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:09.631303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:09.631376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:09.631407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:09.747864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:09.748024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:09.748063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:09.748090] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:09.751560] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-12-11T20:31:09.751911] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-11T20:31:09.752044] [INFO ] [sig       ] PSN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:09.890918] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PSN.txt
[2025-12-11T20:31:09.891041] [INFO ] [sig       ] [2628/3605] Completed PSN in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:09.891078] [INFO ] [sig       ] [2629/3605] Forecasting PSNL...
[2025-12-11T20:31:09.891106] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-11T20:31:09.891135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-11T20:31:09.902189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-11T20:31:09.902465] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-11T20:31:09.903227] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-11T20:31:09.903277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:09.903308] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:09.903334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:09.903388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:09.959691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:09.960294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:09.960369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:09.960400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:10.079091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:10.079232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:10.079271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:10.079297] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:10.082520] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: UP (p=83.04%)
[2025-12-11T20:31:10.082793] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-11T20:31:10.082907] [INFO ] [sig       ] PSNL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:10.219771] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSNL.txt
[2025-12-11T20:31:10.219923] [INFO ] [sig       ] [2629/3605] Completed PSNL in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:10.219962] [INFO ] [sig       ] [2630/3605] Forecasting PSO...
[2025-12-11T20:31:10.219992] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-11T20:31:10.220021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-11T20:31:10.231484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-11T20:31:10.231782] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-11T20:31:10.232516] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-11T20:31:10.232566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:10.232620] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:10.232646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:10.232701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:10.288160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:10.288787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:10.288862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:10.288892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:10.408920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:10.409043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:10.409080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:10.409106] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:10.412265] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-12-11T20:31:10.412527] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-11T20:31:10.412661] [INFO ] [sig       ] PSO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:10.549281] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSO.txt
[2025-12-11T20:31:10.549392] [INFO ] [sig       ] [2630/3605] Completed PSO in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:10.549434] [INFO ] [sig       ] [2631/3605] Forecasting PSQH...
[2025-12-11T20:31:10.549463] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-11T20:31:10.549491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-11T20:31:10.560530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-11T20:31:10.560829] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-11T20:31:10.561588] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-11T20:31:10.561638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:10.561669] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:10.561696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:10.561750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:10.618169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:10.618768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:10.618864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:10.618897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:10.736747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:10.736899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:10.736940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:10.736969] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:10.740354] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=36.74%)
[2025-12-11T20:31:10.740667] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-11T20:31:10.740789] [INFO ] [sig       ] PSQH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:10.879505] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PSQH.txt
[2025-12-11T20:31:10.879645] [INFO ] [sig       ] [2631/3605] Completed PSQH in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:10.879684] [INFO ] [sig       ] [2632/3605] Forecasting PSTG...
[2025-12-11T20:31:10.879713] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-11T20:31:10.879743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-11T20:31:10.891016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-11T20:31:10.891275] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-11T20:31:10.892029] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-11T20:31:10.892079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:10.892110] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:10.892135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:10.892190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:10.947958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:10.948539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:10.948632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:10.948665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:11.070706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:11.070854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:11.070891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:11.070919] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:11.074156] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-11T20:31:11.074413] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-11T20:31:11.074543] [INFO ] [sig       ] PSTG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:11.212170] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PSTG.txt
[2025-12-11T20:31:11.212282] [INFO ] [sig       ] [2632/3605] Completed PSTG in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:11.212317] [INFO ] [sig       ] [2633/3605] Forecasting PSTL...
[2025-12-11T20:31:11.212346] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-11T20:31:11.212373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-11T20:31:11.226912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-11T20:31:11.227478] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-11T20:31:11.228592] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-11T20:31:11.228650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:11.228684] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:11.228710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:11.228765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:11.284362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:11.285363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:11.285454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:11.285487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:11.401611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:11.401801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:11.401845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:11.401873] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:11.405484] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=55.40%)
[2025-12-11T20:31:11.405786] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-11T20:31:11.405921] [INFO ] [sig       ] PSTL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:11.542557] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PSTL.txt
[2025-12-11T20:31:11.542736] [INFO ] [sig       ] [2633/3605] Completed PSTL in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:11.542775] [INFO ] [sig       ] [2634/3605] Forecasting PSX...
[2025-12-11T20:31:11.542804] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-11T20:31:11.542832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-11T20:31:11.554344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-11T20:31:11.554703] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-11T20:31:11.555485] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-11T20:31:11.555535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:11.555588] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:11.555618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:11.555672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:11.611023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:11.611707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:11.611787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:11.611818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:11.733761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:11.733931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:11.733991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:11.734021] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:11.737381] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=36.72%)
[2025-12-11T20:31:11.737672] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-11T20:31:11.737795] [INFO ] [sig       ] PSX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:11.876651] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PSX.txt
[2025-12-11T20:31:11.876811] [INFO ] [sig       ] [2634/3605] Completed PSX in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:11.876850] [INFO ] [sig       ] [2635/3605] Forecasting PTA...
[2025-12-11T20:31:11.876879] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-11T20:31:11.876908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-11T20:31:11.888888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-11T20:31:11.889197] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-11T20:31:11.889966] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-11T20:31:11.890016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:11.890049] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:11.890075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:11.890130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:11.945501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:11.946208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:11.946287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:11.946318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:12.063185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:12.063349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:12.063388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:12.063416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:12.066724] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-11T20:31:12.066986] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-11T20:31:12.067107] [INFO ] [sig       ] PTA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:12.203521] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PTA.txt
[2025-12-11T20:31:12.203673] [INFO ] [sig       ] [2635/3605] Completed PTA in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:12.203712] [INFO ] [sig       ] [2636/3605] Forecasting PTC...
[2025-12-11T20:31:12.203741] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-11T20:31:12.203771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-11T20:31:12.216329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-11T20:31:12.216666] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-11T20:31:12.217416] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-11T20:31:12.217466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:12.217496] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:12.217521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:12.217594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:12.273328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:12.274014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:12.274105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:12.274137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:12.399473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:12.399655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:12.399696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:12.399723] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:12.402985] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2025-12-11T20:31:12.403253] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-11T20:31:12.403370] [INFO ] [sig       ] PTC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:12.541010] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PTC.txt
[2025-12-11T20:31:12.541146] [INFO ] [sig       ] [2636/3605] Completed PTC in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:12.541184] [INFO ] [sig       ] [2637/3605] Forecasting PTEN...
[2025-12-11T20:31:12.541213] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-11T20:31:12.541241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-11T20:31:12.552693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-11T20:31:12.553010] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-11T20:31:12.553794] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-11T20:31:12.553845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:12.553877] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:12.553904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:12.553959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:12.609297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:12.610017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:12.610094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:12.610126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:12.723985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:12.724148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:12.724188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:12.724217] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:12.727499] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2025-12-11T20:31:12.727783] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-11T20:31:12.727925] [INFO ] [sig       ] PTEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:12.867305] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PTEN.txt
[2025-12-11T20:31:12.867432] [INFO ] [sig       ] [2637/3605] Completed PTEN in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-11T20:31:12.867468] [INFO ] [sig       ] [2638/3605] Forecasting PTF...
[2025-12-11T20:31:12.867498] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-11T20:31:12.867527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-11T20:31:12.879320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-11T20:31:12.879710] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-11T20:31:12.880516] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-11T20:31:12.880566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:12.880642] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:12.880680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:12.880736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:12.937887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:12.938773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:12.938856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:12.938888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:13.059773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:13.059931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:13.059972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:13.060002] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:13.063505] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-11T20:31:13.063796] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-11T20:31:13.063920] [INFO ] [sig       ] PTF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:13.203890] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PTF.txt
[2025-12-11T20:31:13.204058] [INFO ] [sig       ] [2638/3605] Completed PTF in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-11T20:31:13.204099] [INFO ] [sig       ] [2639/3605] Forecasting PTGX...
[2025-12-11T20:31:13.204130] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-11T20:31:13.204158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-11T20:31:13.216652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-11T20:31:13.217071] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-11T20:31:13.218048] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-11T20:31:13.218101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:13.218132] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:13.218158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:13.218213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:13.279395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:13.280369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:13.280460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:13.280493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:13.412800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:13.412959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:13.413001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:13.413028] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:13.416670] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-11T20:31:13.416980] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-11T20:31:13.417116] [INFO ] [sig       ] PTGX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:13.604440] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PTGX.txt
[2025-12-11T20:31:13.604637] [INFO ] [sig       ] [2639/3605] Completed PTGX in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-11T20:31:13.604681] [INFO ] [sig       ] [2640/3605] Forecasting PTH...
[2025-12-11T20:31:13.604710] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-11T20:31:13.604742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-11T20:31:13.620649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-11T20:31:13.621123] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-11T20:31:13.622220] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-11T20:31:13.622278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:13.622312] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:13.622338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:13.622394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:13.696798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:13.697906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:13.698002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:13.698039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:13.831886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:13.832090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:13.832156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:13.832204] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:13.837510] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=44.59%)
[2025-12-11T20:31:13.838059] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-11T20:31:13.838274] [INFO ] [sig       ] PTH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:14.034314] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PTH.txt
[2025-12-11T20:31:14.034541] [INFO ] [sig       ] [2640/3605] Completed PTH in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-11T20:31:14.034628] [INFO ] [sig       ] [2641/3605] Forecasting PTIX...
[2025-12-11T20:31:14.034680] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-11T20:31:14.034733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-11T20:31:14.052319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-11T20:31:14.053034] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-11T20:31:14.054306] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-11T20:31:14.054373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:14.054416] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:14.054450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:14.054530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:14.118388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:14.119538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:14.119672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:14.119705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:14.253039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:14.253216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:14.253270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:14.253354] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:14.257202] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=65.63%)
[2025-12-11T20:31:14.257550] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-11T20:31:14.257747] [INFO ] [sig       ] PTIX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:14.399001] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PTIX.txt
[2025-12-11T20:31:14.399153] [INFO ] [sig       ] [2641/3605] Completed PTIX in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-11T20:31:14.399192] [INFO ] [sig       ] [2642/3605] Forecasting PTLO...
[2025-12-11T20:31:14.399222] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-11T20:31:14.399258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-11T20:31:14.411059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-11T20:31:14.411406] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-11T20:31:14.412201] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-11T20:31:14.412252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:14.412283] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:14.412310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:14.412364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:14.469430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:14.470328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:14.470417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:14.470450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:14.592708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:14.592862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:14.592901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:14.592929] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:14.596297] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=48.44%)
[2025-12-11T20:31:14.596565] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-11T20:31:14.596705] [INFO ] [sig       ] PTLO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:14.735135] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PTLO.txt
[2025-12-11T20:31:14.735277] [INFO ] [sig       ] [2642/3605] Completed PTLO in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-11T20:31:14.735316] [INFO ] [sig       ] [2643/3605] Forecasting PTNQ...
[2025-12-11T20:31:14.735344] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-11T20:31:14.735374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-11T20:31:14.746890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-11T20:31:14.747195] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-11T20:31:14.747996] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-11T20:31:14.748047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:14.748078] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:14.748103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:14.748158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:14.804424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:14.805021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:14.805097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:14.805128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:14.925980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:14.926092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:14.926133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:14.926161] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:14.929369] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=27.41%)
[2025-12-11T20:31:14.929644] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-11T20:31:14.929763] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:15.068101] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PTNQ.txt
[2025-12-11T20:31:15.068215] [INFO ] [sig       ] [2643/3605] Completed PTNQ in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-11T20:31:15.068251] [INFO ] [sig       ] [2644/3605] Forecasting PTON...
[2025-12-11T20:31:15.068279] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-11T20:31:15.068308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-11T20:31:15.079464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-11T20:31:15.079770] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-11T20:31:15.080518] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-11T20:31:15.080586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:15.080620] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:15.080646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:15.080700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:15.137401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:15.138038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:15.138112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:15.138143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:15.260216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:15.260340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:15.260377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:15.260403] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:15.263617] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-11T20:31:15.263873] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-11T20:31:15.263989] [INFO ] [sig       ] PTON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:15.401744] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PTON.txt
[2025-12-11T20:31:15.401866] [INFO ] [sig       ] [2644/3605] Completed PTON in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:15.401903] [INFO ] [sig       ] [2645/3605] Forecasting PTY...
[2025-12-11T20:31:15.401931] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-11T20:31:15.401959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-11T20:31:15.413653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-11T20:31:15.413931] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-11T20:31:15.414702] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-11T20:31:15.414752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:15.414784] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:15.414810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:15.414865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:15.471392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:15.472036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:15.472111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:15.472142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:15.592714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:15.592850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:15.592888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:15.592931] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:15.596158] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-12-11T20:31:15.596424] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-11T20:31:15.596545] [INFO ] [sig       ] PTY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:15.732934] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PTY.txt
[2025-12-11T20:31:15.733049] [INFO ] [sig       ] [2645/3605] Completed PTY in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:15.733086] [INFO ] [sig       ] [2646/3605] Forecasting PUBM...
[2025-12-11T20:31:15.733114] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-11T20:31:15.733142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-11T20:31:15.744803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-11T20:31:15.745073] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-11T20:31:15.745851] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-11T20:31:15.745901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:15.745931] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:15.745956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:15.746009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:15.802186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:15.802981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:15.803059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:15.803090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:15.919116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:15.919256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:15.919295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:15.919322] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:15.922516] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=51.64%)
[2025-12-11T20:31:15.922801] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-11T20:31:15.922921] [INFO ] [sig       ] PUBM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:16.058972] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PUBM.txt
[2025-12-11T20:31:16.059114] [INFO ] [sig       ] [2646/3605] Completed PUBM in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:16.059152] [INFO ] [sig       ] [2647/3605] Forecasting PUK...
[2025-12-11T20:31:16.059181] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-11T20:31:16.059210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-11T20:31:16.073844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-11T20:31:16.074449] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-11T20:31:16.075498] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-11T20:31:16.075564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:16.075619] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:16.075648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:16.075707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:16.140163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:16.141184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:16.141268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:16.141300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:16.260766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:16.260926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:16.260967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:16.260993] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:16.264303] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=36.11%)
[2025-12-11T20:31:16.264797] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-11T20:31:16.264918] [INFO ] [sig       ] PUK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:16.404515] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PUK.txt
[2025-12-11T20:31:16.404663] [INFO ] [sig       ] [2647/3605] Completed PUK in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:16.404703] [INFO ] [sig       ] [2648/3605] Forecasting PUMP...
[2025-12-11T20:31:16.404730] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-11T20:31:16.404758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-11T20:31:16.415795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-11T20:31:16.416059] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-11T20:31:16.416856] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-11T20:31:16.416907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:16.416937] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:16.416964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:16.417019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:16.474184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:16.475010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:16.475123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:16.475157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:16.597871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:16.598030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:16.598070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:16.598097] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:16.601389] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2025-12-11T20:31:16.601680] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-11T20:31:16.601801] [INFO ] [sig       ] PUMP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:16.753537] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PUMP.txt
[2025-12-11T20:31:16.753755] [INFO ] [sig       ] [2648/3605] Completed PUMP in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:16.753797] [INFO ] [sig       ] [2649/3605] Forecasting PVH...
[2025-12-11T20:31:16.753826] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-11T20:31:16.753856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-11T20:31:16.768469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-11T20:31:16.769046] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-11T20:31:16.770224] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-11T20:31:16.770278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:16.770312] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:16.770339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:16.770634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:16.828888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:16.830173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:16.830284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:16.830318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:16.954628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:16.954859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:16.954908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:16.954938] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:16.958846] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-11T20:31:16.959161] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-11T20:31:16.959297] [INFO ] [sig       ] PVH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:17.111038] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PVH.txt
[2025-12-11T20:31:17.111240] [INFO ] [sig       ] [2649/3605] Completed PVH in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:17.111282] [INFO ] [sig       ] [2650/3605] Forecasting PVL...
[2025-12-11T20:31:17.111311] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-11T20:31:17.111341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-11T20:31:17.124464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-11T20:31:17.125051] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-11T20:31:17.125954] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-11T20:31:17.126007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:17.126038] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:17.126063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:17.126118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:17.186133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:17.187293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:17.187396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:17.187433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:17.304685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:17.304908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:17.304953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:17.304983] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:17.308794] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=48.07%)
[2025-12-11T20:31:17.309121] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-11T20:31:17.309256] [INFO ] [sig       ] PVL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:17.459346] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PVL.txt
[2025-12-11T20:31:17.459548] [INFO ] [sig       ] [2650/3605] Completed PVL in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:17.459619] [INFO ] [sig       ] [2651/3605] Forecasting PWP...
[2025-12-11T20:31:17.459653] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-11T20:31:17.459681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-11T20:31:17.471674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-11T20:31:17.472022] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-11T20:31:17.472813] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-11T20:31:17.472876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:17.472909] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:17.472935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:17.472989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:17.530558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:17.531459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:17.531545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:17.531597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:17.649092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:17.649249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:17.649289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:17.649317] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:17.652692] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=38.66%)
[2025-12-11T20:31:17.652957] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-11T20:31:17.653078] [INFO ] [sig       ] PWP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:17.792899] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PWP.txt
[2025-12-11T20:31:17.793071] [INFO ] [sig       ] [2651/3605] Completed PWP in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:17.793111] [INFO ] [sig       ] [2652/3605] Forecasting PX...
[2025-12-11T20:31:17.793139] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-11T20:31:17.793168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-11T20:31:17.804982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-11T20:31:17.805328] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-11T20:31:17.806104] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-11T20:31:17.806155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:17.806186] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:17.806212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:17.806273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:17.861977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:17.862846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:17.862926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:17.862957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:17.984897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:17.985043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:17.985082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:17.985110] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:17.988388] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-11T20:31:17.988674] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-11T20:31:17.988793] [INFO ] [sig       ] PX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:18.125928] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PX.txt
[2025-12-11T20:31:18.126077] [INFO ] [sig       ] [2652/3605] Completed PX in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:18.126116] [INFO ] [sig       ] [2653/3605] Forecasting PXS...
[2025-12-11T20:31:18.126144] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-11T20:31:18.126172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-11T20:31:18.137208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-11T20:31:18.137562] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-11T20:31:18.138393] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-11T20:31:18.138443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:18.138475] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:18.138500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:18.138555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:18.197140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:18.198156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:18.198255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:18.198298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:18.309000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:18.309156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:18.309197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:18.309226] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:18.312673] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-12-11T20:31:18.312999] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-11T20:31:18.313129] [INFO ] [sig       ] PXS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:18.457028] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PXS.txt
[2025-12-11T20:31:18.457168] [INFO ] [sig       ] [2653/3605] Completed PXS in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:18.457207] [INFO ] [sig       ] [2654/3605] Forecasting PY...
[2025-12-11T20:31:18.457235] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-11T20:31:18.457263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-11T20:31:18.469823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-11T20:31:18.470137] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-11T20:31:18.470907] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-11T20:31:18.470958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:18.470990] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:18.471016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:18.471072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:18.527661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:18.528365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:18.528445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:18.528476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:18.629852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:18.630001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:18.630041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:18.630070] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:18.633358] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=50.17%)
[2025-12-11T20:31:18.633639] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-11T20:31:18.633763] [INFO ] [sig       ] PY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:18.772003] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PY.txt
[2025-12-11T20:31:18.772119] [INFO ] [sig       ] [2654/3605] Completed PY in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-11T20:31:18.772162] [INFO ] [sig       ] [2655/3605] Forecasting PYPL...
[2025-12-11T20:31:18.772199] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-11T20:31:18.772228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-11T20:31:18.783395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-11T20:31:18.783677] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-11T20:31:18.784414] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-11T20:31:18.784464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:18.784521] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:18.784549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:18.784625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:18.840651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:18.841235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:18.841310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:18.841341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:18.957013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:18.957165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:18.957203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:18.957230] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:18.960600] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-12-11T20:31:18.960870] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-11T20:31:18.960989] [INFO ] [sig       ] PYPL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:19.097344] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PYPL.txt
[2025-12-11T20:31:19.097479] [INFO ] [sig       ] [2655/3605] Completed PYPL in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-11T20:31:19.097518] [INFO ] [sig       ] [2656/3605] Forecasting PYXS...
[2025-12-11T20:31:19.097547] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-11T20:31:19.097594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-11T20:31:19.109075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-11T20:31:19.109377] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-11T20:31:19.110135] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-11T20:31:19.110187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:19.110219] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:19.110244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:19.110302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:19.166683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:19.167295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:19.167370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:19.167400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:19.285362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:19.285511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:19.285551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:19.285595] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:19.288924] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-12-11T20:31:19.289192] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-11T20:31:19.289333] [INFO ] [sig       ] PYXS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:19.428629] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/PYXS.txt
[2025-12-11T20:31:19.428778] [INFO ] [sig       ] [2656/3605] Completed PYXS in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-11T20:31:19.428816] [INFO ] [sig       ] [2657/3605] Forecasting PZZA...
[2025-12-11T20:31:19.428844] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-11T20:31:19.428872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-11T20:31:19.439998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-11T20:31:19.440273] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-11T20:31:19.441042] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-11T20:31:19.441091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:19.441123] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:19.441149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:19.441202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:19.507433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:19.508381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:19.508478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:19.508512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:19.629092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:19.629249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:19.629295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:19.629323] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:19.632754] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-11T20:31:19.633050] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-11T20:31:19.633177] [INFO ] [sig       ] PZZA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:19.783354] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/PZZA.txt
[2025-12-11T20:31:19.783509] [INFO ] [sig       ] [2657/3605] Completed PZZA in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-11T20:31:19.783552] [INFO ] [sig       ] [2658/3605] Forecasting QBTS...
[2025-12-11T20:31:19.783605] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-11T20:31:19.783639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-11T20:31:19.795339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-11T20:31:19.795731] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-11T20:31:19.796518] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-11T20:31:19.796594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:19.796630] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:19.796658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:19.796716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:19.857093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:19.857961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:19.858045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:19.858077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:19.990261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:19.990419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:19.990481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:19.990545] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:19.994171] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=65.46%)
[2025-12-11T20:31:19.994751] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-11T20:31:19.994896] [INFO ] [sig       ] QBTS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:20.140492] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QBTS.txt
[2025-12-11T20:31:20.140633] [INFO ] [sig       ] [2658/3605] Completed QBTS in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-11T20:31:20.140674] [INFO ] [sig       ] [2659/3605] Forecasting QCLN...
[2025-12-11T20:31:20.140702] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-11T20:31:20.140730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-11T20:31:20.153118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-11T20:31:20.153613] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-11T20:31:20.154597] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-11T20:31:20.154661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:20.154704] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:20.154737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:20.154815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:20.215475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:20.216403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:20.216489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:20.216522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:20.344248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:20.344400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:20.344443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:20.344472] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:20.347990] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=63.23%)
[2025-12-11T20:31:20.348315] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-11T20:31:20.348463] [INFO ] [sig       ] QCLN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:20.496266] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QCLN.txt
[2025-12-11T20:31:20.496377] [INFO ] [sig       ] [2659/3605] Completed QCLN in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-11T20:31:20.496416] [INFO ] [sig       ] [2660/3605] Forecasting QCOM...
[2025-12-11T20:31:20.496445] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-11T20:31:20.496473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-11T20:31:20.507986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-11T20:31:20.508243] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-11T20:31:20.509006] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-11T20:31:20.509055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:20.509087] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:20.509113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:20.509169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:20.564977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:20.565594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:20.565670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:20.565701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:20.683874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:20.683962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:20.683999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:20.684027] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:20.687092] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=21.83%)
[2025-12-11T20:31:20.687350] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-11T20:31:20.687464] [INFO ] [sig       ] QCOM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:20.826359] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QCOM.txt
[2025-12-11T20:31:20.826462] [INFO ] [sig       ] [2660/3605] Completed QCOM in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-11T20:31:20.826499] [INFO ] [sig       ] [2661/3605] Forecasting QCRH...
[2025-12-11T20:31:20.826526] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-11T20:31:20.826554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-11T20:31:20.837377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-11T20:31:20.837661] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-11T20:31:20.838464] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-11T20:31:20.838515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:20.838545] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:20.838587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:20.838646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:20.894336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:20.894941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:20.895018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:20.895049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:21.010956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:21.011057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:21.011092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:21.011119] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:21.014279] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-12-11T20:31:21.014536] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-11T20:31:21.014671] [INFO ] [sig       ] QCRH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:21.151172] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QCRH.txt
[2025-12-11T20:31:21.151278] [INFO ] [sig       ] [2661/3605] Completed QCRH in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-11T20:31:21.151314] [INFO ] [sig       ] [2662/3605] Forecasting QD...
[2025-12-11T20:31:21.151343] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-11T20:31:21.151372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-11T20:31:21.162806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-11T20:31:21.163067] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-11T20:31:21.163835] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-11T20:31:21.163885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:21.163926] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:21.163954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:21.164010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:21.220036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:21.220626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:21.220700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:21.220732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:21.334547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:21.334665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:21.334701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:21.334728] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:21.337761] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-11T20:31:21.338059] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-11T20:31:21.338178] [INFO ] [sig       ] QD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:21.474641] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QD.txt
[2025-12-11T20:31:21.474744] [INFO ] [sig       ] [2662/3605] Completed QD in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:21.474780] [INFO ] [sig       ] [2663/3605] Forecasting QDEL...
[2025-12-11T20:31:21.474808] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-11T20:31:21.474836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-11T20:31:21.486470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-11T20:31:21.486738] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-11T20:31:21.487503] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-11T20:31:21.487553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:21.487604] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:21.487635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:21.487690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:21.543197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:21.543792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:21.543865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:21.543896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:21.658478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:21.658584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:21.658620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:21.658647] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:21.661629] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-11T20:31:21.661883] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-11T20:31:21.661999] [INFO ] [sig       ] QDEL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:21.798431] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QDEL.txt
[2025-12-11T20:31:21.798547] [INFO ] [sig       ] [2663/3605] Completed QDEL in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:21.798605] [INFO ] [sig       ] [2664/3605] Forecasting QFIN...
[2025-12-11T20:31:21.798636] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-11T20:31:21.798853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-11T20:31:21.810062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-11T20:31:21.810394] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-11T20:31:21.811176] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-11T20:31:21.811224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:21.811255] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:21.811280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:21.811333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:21.867414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:21.868230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:21.868309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:21.868340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:21.989439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:21.989618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:21.989661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:21.989690] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:21.993265] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-11T20:31:21.993651] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-11T20:31:21.993792] [INFO ] [sig       ] QFIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:22.139682] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QFIN.txt
[2025-12-11T20:31:22.139831] [INFO ] [sig       ] [2664/3605] Completed QFIN in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:22.139868] [INFO ] [sig       ] [2665/3605] Forecasting QGEN...
[2025-12-11T20:31:22.139898] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-11T20:31:22.139926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-11T20:31:22.151720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-11T20:31:22.152041] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-11T20:31:22.152809] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-11T20:31:22.152859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:22.152889] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:22.152915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:22.152970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:22.208848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:22.209705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:22.209819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:22.209852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:22.329368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:22.329520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:22.329557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:22.329603] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:22.332841] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=19.53%)
[2025-12-11T20:31:22.333103] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-11T20:31:22.333218] [INFO ] [sig       ] QGEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:22.469207] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QGEN.txt
[2025-12-11T20:31:22.469317] [INFO ] [sig       ] [2665/3605] Completed QGEN in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:22.469357] [INFO ] [sig       ] [2666/3605] Forecasting QLYS...
[2025-12-11T20:31:22.469416] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-11T20:31:22.469447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-11T20:31:22.481092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-11T20:31:22.481404] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-11T20:31:22.482281] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-11T20:31:22.482333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:22.482365] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:22.482392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:22.482449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:22.540473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:22.541120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:22.541197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:22.541230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:22.657748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:22.657895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:22.657933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:22.657960] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:22.661142] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-12-11T20:31:22.661402] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-11T20:31:22.661518] [INFO ] [sig       ] QLYS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:22.797967] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QLYS.txt
[2025-12-11T20:31:22.798075] [INFO ] [sig       ] [2666/3605] Completed QLYS in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:22.798111] [INFO ] [sig       ] [2667/3605] Forecasting QMCO...
[2025-12-11T20:31:22.798139] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-11T20:31:22.798166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-11T20:31:22.809847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-11T20:31:22.810139] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-11T20:31:22.810987] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-11T20:31:22.811039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:22.811072] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:22.811100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:22.811156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:22.875903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:22.876680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:22.876762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:22.876796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:23.001401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:23.001547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:23.001602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:23.001632] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:23.004861] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-12-11T20:31:23.005118] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-11T20:31:23.005236] [INFO ] [sig       ] QMCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:23.142376] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QMCO.txt
[2025-12-11T20:31:23.142497] [INFO ] [sig       ] [2667/3605] Completed QMCO in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:23.142535] [INFO ] [sig       ] [2668/3605] Forecasting QMOM...
[2025-12-11T20:31:23.142563] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-11T20:31:23.142609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-11T20:31:23.153273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-11T20:31:23.153597] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-11T20:31:23.154396] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-11T20:31:23.154446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:23.154479] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:23.154506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:23.154563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:23.211717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:23.212307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:23.212382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:23.212415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:23.329882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:23.330038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:23.330081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:23.330110] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:23.333473] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-12-11T20:31:23.333761] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-11T20:31:23.333887] [INFO ] [sig       ] QMOM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:23.471512] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QMOM.txt
[2025-12-11T20:31:23.471712] [INFO ] [sig       ] [2668/3605] Completed QMOM in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:23.471775] [INFO ] [sig       ] [2669/3605] Forecasting QNCX...
[2025-12-11T20:31:23.471817] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-11T20:31:23.471857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-11T20:31:23.482936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-11T20:31:23.483237] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-11T20:31:23.484071] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-11T20:31:23.484123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:23.484156] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:23.484182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:23.484238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:23.543868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:23.544569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:23.544669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:23.544702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:23.662887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:23.663031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:23.663069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:23.663113] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:23.666403] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-11T20:31:23.666703] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-11T20:31:23.666819] [INFO ] [sig       ] QNCX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:23.808356] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QNCX.txt
[2025-12-11T20:31:23.808486] [INFO ] [sig       ] [2669/3605] Completed QNCX in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:23.808523] [INFO ] [sig       ] [2670/3605] Forecasting QNTM...
[2025-12-11T20:31:23.808552] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-11T20:31:23.808600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-11T20:31:23.820099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-11T20:31:23.820397] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-11T20:31:23.821236] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-11T20:31:23.821287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:23.821320] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:23.821348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:23.821404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:23.880791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:23.881534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:23.881636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:23.881671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:24.004202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:24.004348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:24.004386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:24.004416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:24.007688] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-11T20:31:24.007983] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-11T20:31:24.008106] [INFO ] [sig       ] QNTM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:24.151524] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QNTM.txt
[2025-12-11T20:31:24.151697] [INFO ] [sig       ] [2670/3605] Completed QNTM in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:24.151737] [INFO ] [sig       ] [2671/3605] Forecasting QQMG...
[2025-12-11T20:31:24.151769] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-11T20:31:24.151799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-11T20:31:24.163507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-11T20:31:24.163878] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-11T20:31:24.164674] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-11T20:31:24.164725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:24.164757] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:24.164782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:24.164837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:24.223897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:24.224783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:24.224888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:24.224923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:24.336029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:24.336182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:24.336221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:24.336250] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:24.339563] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=18.09%)
[2025-12-11T20:31:24.339844] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-11T20:31:24.339961] [INFO ] [sig       ] QQMG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:24.478868] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QQMG.txt
[2025-12-11T20:31:24.479025] [INFO ] [sig       ] [2671/3605] Completed QQMG in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:24.479063] [INFO ] [sig       ] [2672/3605] Forecasting QQQ...
[2025-12-11T20:31:24.479092] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-11T20:31:24.479122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-11T20:31:24.491114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-11T20:31:24.491440] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-11T20:31:24.492243] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-11T20:31:24.492293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:24.492351] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:24.492379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:24.492447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:24.551446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:24.552224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:24.552303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:24.552336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:24.684459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:24.684647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:24.684697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:24.684732] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:24.689130] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-12-11T20:31:24.689496] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-11T20:31:24.689680] [INFO ] [sig       ] QQQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:24.831289] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QQQ.txt
[2025-12-11T20:31:24.831450] [INFO ] [sig       ] [2672/3605] Completed QQQ in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-11T20:31:24.831488] [INFO ] [sig       ] [2673/3605] Forecasting QQQE...
[2025-12-11T20:31:24.831517] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-11T20:31:24.831545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-11T20:31:24.843108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-11T20:31:24.843460] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-11T20:31:24.844262] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-11T20:31:24.844314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:24.844346] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:24.844386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:24.844444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:24.907624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:24.908495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:24.908791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:24.908827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:25.030619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:25.030773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:25.030812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:25.030839] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:25.034122] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=37.65%)
[2025-12-11T20:31:25.034398] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-11T20:31:25.034518] [INFO ] [sig       ] QQQE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:25.173546] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QQQE.txt
[2025-12-11T20:31:25.173735] [INFO ] [sig       ] [2673/3605] Completed QQQE in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-11T20:31:25.173777] [INFO ] [sig       ] [2674/3605] Forecasting QQQI...
[2025-12-11T20:31:25.173806] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-11T20:31:25.173835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-11T20:31:25.185954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-11T20:31:25.186348] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-11T20:31:25.187144] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-11T20:31:25.187194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:25.187226] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:25.187252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:25.187307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:25.243259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:25.244100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:25.244178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:25.244209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:25.360225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:25.360375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:25.360414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:25.360440] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:25.363749] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-12-11T20:31:25.364013] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-11T20:31:25.364131] [INFO ] [sig       ] QQQI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:25.501365] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QQQI.txt
[2025-12-11T20:31:25.501503] [INFO ] [sig       ] [2674/3605] Completed QQQI in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-11T20:31:25.501547] [INFO ] [sig       ] [2675/3605] Forecasting QQQJ...
[2025-12-11T20:31:25.501601] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-11T20:31:25.501633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-11T20:31:25.512893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-11T20:31:25.513170] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-11T20:31:25.513935] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-11T20:31:25.513984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:25.514015] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:25.514041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:25.514095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:25.571501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:25.572097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:25.572174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:25.572205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:25.690729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:25.690850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:25.690886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:25.690944] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:25.694143] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-11T20:31:25.694400] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-11T20:31:25.694517] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:25.832737] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QQQJ.txt
[2025-12-11T20:31:25.832860] [INFO ] [sig       ] [2675/3605] Completed QQQJ in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-11T20:31:25.832897] [INFO ] [sig       ] [2676/3605] Forecasting QQQM...
[2025-12-11T20:31:25.832925] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-11T20:31:25.832954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-11T20:31:25.844346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-11T20:31:25.844630] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-11T20:31:25.845362] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-11T20:31:25.845412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:25.845445] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:25.845473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:25.845528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:25.902021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:25.902730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:25.902806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:25.902836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:26.022541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:26.022683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:26.022722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:26.022750] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:26.025988] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2025-12-11T20:31:26.026277] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-11T20:31:26.026399] [INFO ] [sig       ] QQQM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:26.164249] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QQQM.txt
[2025-12-11T20:31:26.164362] [INFO ] [sig       ] [2676/3605] Completed QQQM in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-11T20:31:26.164402] [INFO ] [sig       ] [2677/3605] Forecasting QQQX...
[2025-12-11T20:31:26.164435] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-11T20:31:26.164478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-11T20:31:26.175268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-11T20:31:26.175557] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-11T20:31:26.176338] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-11T20:31:26.176388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:26.176419] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:26.176449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:26.176506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:26.232634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:26.233217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:26.233291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:26.233322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:26.353056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:26.353191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:26.353229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:26.353257] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:26.356473] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-12-11T20:31:26.356756] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-11T20:31:26.356872] [INFO ] [sig       ] QQQX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:26.494944] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QQQX.txt
[2025-12-11T20:31:26.495078] [INFO ] [sig       ] [2677/3605] Completed QQQX in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-11T20:31:26.495114] [INFO ] [sig       ] [2678/3605] Forecasting QQQY...
[2025-12-11T20:31:26.495145] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-11T20:31:26.495175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-11T20:31:26.506080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-11T20:31:26.506403] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-11T20:31:26.507225] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-11T20:31:26.507276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:26.507308] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:26.507336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:26.507394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:26.564012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:26.564768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:26.564846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:26.564878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:26.681320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:26.681509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:26.681599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:26.681647] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:26.686278] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: DOWN (p=30.02%)
[2025-12-11T20:31:26.686655] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-11T20:31:26.686816] [INFO ] [sig       ] QQQY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:26.841941] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QQQY.txt
[2025-12-11T20:31:26.842066] [INFO ] [sig       ] [2678/3605] Completed QQQY in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-11T20:31:26.842104] [INFO ] [sig       ] [2679/3605] Forecasting QRHC...
[2025-12-11T20:31:26.842132] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-11T20:31:26.842160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-11T20:31:26.853917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-11T20:31:26.854247] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-11T20:31:26.855057] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-11T20:31:26.855114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:26.855151] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:26.855185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:26.855243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:26.911510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:26.912200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:26.912277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:26.912308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:27.028889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:27.029042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:27.029082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:27.029109] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:27.032374] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-11T20:31:27.032657] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-11T20:31:27.032775] [INFO ] [sig       ] QRHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:27.171063] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QRHC.txt
[2025-12-11T20:31:27.171192] [INFO ] [sig       ] [2679/3605] Completed QRHC in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:27.171229] [INFO ] [sig       ] [2680/3605] Forecasting QRVO...
[2025-12-11T20:31:27.171258] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-11T20:31:27.171286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-11T20:31:27.182262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-11T20:31:27.182549] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-11T20:31:27.183308] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-11T20:31:27.183357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:27.183388] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:27.183413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:27.183476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:27.240517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:27.241257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:27.241335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:27.241367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:27.357765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:27.357916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:27.357954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:27.357999] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:27.361286] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-12-11T20:31:27.361548] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-11T20:31:27.361684] [INFO ] [sig       ] QRVO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:27.500648] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QRVO.txt
[2025-12-11T20:31:27.500997] [INFO ] [sig       ] [2680/3605] Completed QRVO in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:27.501035] [INFO ] [sig       ] [2681/3605] Forecasting QS...
[2025-12-11T20:31:27.501063] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-11T20:31:27.501091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-11T20:31:27.514434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-11T20:31:27.515009] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-11T20:31:27.516049] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-11T20:31:27.516100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:27.516131] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:27.516157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:27.516212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:27.576915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:27.577872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:27.577959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:27.577991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:27.706203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:27.706355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:27.706395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:27.706421] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:27.709954] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-11T20:31:27.710254] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-11T20:31:27.710382] [INFO ] [sig       ] QS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:27.855184] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QS.txt
[2025-12-11T20:31:27.855350] [INFO ] [sig       ] [2681/3605] Completed QS in 0.4s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:27.855388] [INFO ] [sig       ] [2682/3605] Forecasting QSI...
[2025-12-11T20:31:27.855416] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-11T20:31:27.855445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-11T20:31:27.867510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-11T20:31:27.867956] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-11T20:31:27.868793] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-11T20:31:27.868844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:27.868874] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:27.868899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:27.868953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:27.924655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:27.925478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:27.925604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:27.925639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:28.045197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:28.045356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:28.045399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:28.045426] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:28.048944] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-11T20:31:28.049257] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-11T20:31:28.049387] [INFO ] [sig       ] QSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:28.187946] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QSI.txt
[2025-12-11T20:31:28.188092] [INFO ] [sig       ] [2682/3605] Completed QSI in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:28.188131] [INFO ] [sig       ] [2683/3605] Forecasting QTEC...
[2025-12-11T20:31:28.188161] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-11T20:31:28.188191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-11T20:31:28.200360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-11T20:31:28.200723] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-11T20:31:28.201476] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-11T20:31:28.201530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:28.201560] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:28.201607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:28.201664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:28.258171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:28.258997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:28.259080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:28.259112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:28.379404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:28.379552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:28.379620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:28.379650] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:28.382846] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-12-11T20:31:28.383106] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-11T20:31:28.383222] [INFO ] [sig       ] QTEC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:28.523493] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QTEC.txt
[2025-12-11T20:31:28.523658] [INFO ] [sig       ] [2683/3605] Completed QTEC in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:28.523698] [INFO ] [sig       ] [2684/3605] Forecasting QTRX...
[2025-12-11T20:31:28.523726] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-11T20:31:28.523756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-11T20:31:28.534990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-11T20:31:28.535318] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-11T20:31:28.536121] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-11T20:31:28.536172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:28.536202] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:28.536228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:28.536298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:28.593883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:28.594769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:28.594850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:28.594881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:28.720882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:28.721045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:28.721085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:28.721111] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:28.724675] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=81.59%)
[2025-12-11T20:31:28.724969] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-11T20:31:28.725102] [INFO ] [sig       ] QTRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:28.868330] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QTRX.txt
[2025-12-11T20:31:28.868481] [INFO ] [sig       ] [2684/3605] Completed QTRX in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:28.868527] [INFO ] [sig       ] [2685/3605] Forecasting QTTB...
[2025-12-11T20:31:28.868561] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-11T20:31:28.868622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-11T20:31:28.881809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-11T20:31:28.882391] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-11T20:31:28.883377] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-11T20:31:28.883427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:28.883459] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:28.883485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:28.883539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:28.941897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:28.942788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:28.942867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:28.942899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:29.059495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:29.059680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:29.059720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:29.059748] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:29.063147] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-12-11T20:31:29.063435] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-11T20:31:29.063564] [INFO ] [sig       ] QTTB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:29.203925] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QTTB.txt
[2025-12-11T20:31:29.204112] [INFO ] [sig       ] [2685/3605] Completed QTTB in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:29.204152] [INFO ] [sig       ] [2686/3605] Forecasting QTUM...
[2025-12-11T20:31:29.204179] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-11T20:31:29.204208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-11T20:31:29.218163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-11T20:31:29.218710] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-11T20:31:29.219660] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-11T20:31:29.219735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:29.219770] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:29.219798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:29.219854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:29.279696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:29.280719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:29.280805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:29.280837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:29.395823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:29.395990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:29.396031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:29.396058] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:29.399424] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-11T20:31:29.399735] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-11T20:31:29.399863] [INFO ] [sig       ] QTUM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:29.544062] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QTUM.txt
[2025-12-11T20:31:29.544300] [INFO ] [sig       ] [2686/3605] Completed QTUM in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:29.544345] [INFO ] [sig       ] [2687/3605] Forecasting QTWO...
[2025-12-11T20:31:29.544375] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-11T20:31:29.544411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-11T20:31:29.558063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-11T20:31:29.558669] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-11T20:31:29.559644] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-11T20:31:29.559700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:29.559734] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:29.559762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:29.559820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:29.619662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:29.620864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:29.620977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:29.621017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:29.766247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:29.766412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:29.766455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:29.766484] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:29.769879] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-11T20:31:29.770148] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-11T20:31:29.770269] [INFO ] [sig       ] QTWO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:29.908332] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QTWO.txt
[2025-12-11T20:31:29.908470] [INFO ] [sig       ] [2687/3605] Completed QTWO in 0.4s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:29.908507] [INFO ] [sig       ] [2688/3605] Forecasting QUAD...
[2025-12-11T20:31:29.908536] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-11T20:31:29.908564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-11T20:31:29.920238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-11T20:31:29.920513] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-11T20:31:29.921287] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-11T20:31:29.921337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:29.921369] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:29.921396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:29.921451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:29.978627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:29.979243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:29.979321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:29.979353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:30.104014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:30.104175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:30.104215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:30.104243] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:30.107525] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2025-12-11T20:31:30.107807] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-11T20:31:30.107956] [INFO ] [sig       ] QUAD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:30.244070] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QUAD.txt
[2025-12-11T20:31:30.244219] [INFO ] [sig       ] [2688/3605] Completed QUAD in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:30.244256] [INFO ] [sig       ] [2689/3605] Forecasting QUIK...
[2025-12-11T20:31:30.244284] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-11T20:31:30.244313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-11T20:31:30.256087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-11T20:31:30.256410] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-11T20:31:30.257182] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-11T20:31:30.257231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:30.257288] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:30.257316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:30.257372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:30.313659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:30.314568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:30.314685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:30.314719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:30.434812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:30.434969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:30.435009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:30.435036] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:30.438357] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-11T20:31:30.438664] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-11T20:31:30.438784] [INFO ] [sig       ] QUIK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:30.578202] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QUIK.txt
[2025-12-11T20:31:30.578370] [INFO ] [sig       ] [2689/3605] Completed QUIK in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:30.578410] [INFO ] [sig       ] [2690/3605] Forecasting QURE...
[2025-12-11T20:31:30.578440] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-11T20:31:30.578468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-11T20:31:30.590173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-11T20:31:30.590459] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-11T20:31:30.591232] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-11T20:31:30.591282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:30.591313] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:30.591338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:30.591393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:30.647164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:30.647960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:30.648039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:30.648071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:30.775202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:30.775401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:30.775442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:30.775470] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:30.779132] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-12-11T20:31:30.779401] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-11T20:31:30.779529] [INFO ] [sig       ] QURE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:30.922745] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QURE.txt
[2025-12-11T20:31:30.922882] [INFO ] [sig       ] [2690/3605] Completed QURE in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-11T20:31:30.922921] [INFO ] [sig       ] [2691/3605] Forecasting QVAL...
[2025-12-11T20:31:30.922950] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-11T20:31:30.922989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-11T20:31:30.935822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-11T20:31:30.936131] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-11T20:31:30.936914] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-11T20:31:30.936965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:30.936996] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:30.937022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:30.937077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:31.014871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:31.015769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:31.015851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:31.015885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:31.133507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:31.133653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:31.133694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:31.133901] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:31.137175] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-11T20:31:31.137457] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-11T20:31:31.137603] [INFO ] [sig       ] QVAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:31.282400] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/QVAL.txt
[2025-12-11T20:31:31.282540] [INFO ] [sig       ] [2691/3605] Completed QVAL in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-11T20:31:31.282603] [INFO ] [sig       ] [2692/3605] Forecasting QVCC...
[2025-12-11T20:31:31.282633] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-11T20:31:31.282661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-11T20:31:31.295162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-11T20:31:31.295501] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-11T20:31:31.296492] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-11T20:31:31.296543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:31.296593] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:31.296621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:31.296675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:31.357224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:31.358056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:31.358146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:31.358186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:31.483486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:31.483663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:31.483705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:31.483765] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:31.487816] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-11T20:31:31.488321] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-11T20:31:31.488442] [INFO ] [sig       ] QVCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:31.630160] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QVCC.txt
[2025-12-11T20:31:31.630294] [INFO ] [sig       ] [2692/3605] Completed QVCC in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-11T20:31:31.630332] [INFO ] [sig       ] [2693/3605] Forecasting QYLD...
[2025-12-11T20:31:31.630361] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-11T20:31:31.630389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-11T20:31:31.642793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-11T20:31:31.643160] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-11T20:31:31.644160] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-11T20:31:31.644226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:31.644266] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:31.644300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:31.644377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:31.704509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:31.705459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:31.705547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:31.705597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:31.833069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:31.833237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:31.833277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:31.833306] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:31.836816] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-11T20:31:31.837090] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-11T20:31:31.837214] [INFO ] [sig       ] QYLD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:31.983934] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QYLD.txt
[2025-12-11T20:31:31.984094] [INFO ] [sig       ] [2693/3605] Completed QYLD in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-11T20:31:31.984133] [INFO ] [sig       ] [2694/3605] Forecasting QYLG...
[2025-12-11T20:31:31.984161] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-11T20:31:31.984190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-11T20:31:31.997148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-11T20:31:31.997540] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-11T20:31:31.998392] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-11T20:31:31.998444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:31.998476] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:31.998503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:31.998561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:32.061432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:32.062342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:32.062424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:32.062457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:32.187415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:32.187594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:32.187637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:32.187881] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:32.192262] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-11T20:31:32.192665] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-11T20:31:32.192838] [INFO ] [sig       ] QYLG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:32.350017] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/QYLG.txt
[2025-12-11T20:31:32.350165] [INFO ] [sig       ] [2694/3605] Completed QYLG in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-11T20:31:32.350203] [INFO ] [sig       ] [2695/3605] Forecasting RA...
[2025-12-11T20:31:32.350232] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-11T20:31:32.350262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-11T20:31:32.362798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-11T20:31:32.363218] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-11T20:31:32.364057] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-11T20:31:32.364109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:32.364142] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:32.364168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:32.364242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:32.422090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:32.423027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:32.423113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:32.423145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:32.545407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:32.545569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:32.545641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:32.545680] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:32.549244] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-11T20:31:32.549639] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-11T20:31:32.549794] [INFO ] [sig       ] RA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:32.698854] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RA.txt
[2025-12-11T20:31:32.699004] [INFO ] [sig       ] [2695/3605] Completed RA in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-11T20:31:32.699045] [INFO ] [sig       ] [2696/3605] Forecasting RACE...
[2025-12-11T20:31:32.699073] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-11T20:31:32.699103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-11T20:31:32.710663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-11T20:31:32.711282] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-11T20:31:32.712322] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-11T20:31:32.712373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:32.712404] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:32.712430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:32.712484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:32.773076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:32.774145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:32.774234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:32.774268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:32.900021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:32.900175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:32.900215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:32.900242] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:32.903506] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-11T20:31:32.903788] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-11T20:31:32.903904] [INFO ] [sig       ] RACE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:33.045605] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RACE.txt
[2025-12-11T20:31:33.045753] [INFO ] [sig       ] [2696/3605] Completed RACE in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-11T20:31:33.045793] [INFO ] [sig       ] [2697/3605] Forecasting RAIL...
[2025-12-11T20:31:33.045822] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-11T20:31:33.045851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-11T20:31:33.057036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-11T20:31:33.057381] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-11T20:31:33.058164] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-11T20:31:33.058215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:33.058259] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:33.058286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:33.058340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:33.116811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:33.117687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:33.117769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:33.117803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:33.241062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:33.241217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:33.241255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:33.241283] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:33.244563] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-12-11T20:31:33.244853] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-11T20:31:33.244972] [INFO ] [sig       ] RAIL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:33.383549] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RAIL.txt
[2025-12-11T20:31:33.383719] [INFO ] [sig       ] [2697/3605] Completed RAIL in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:33.383757] [INFO ] [sig       ] [2698/3605] Forecasting RAMP...
[2025-12-11T20:31:33.383786] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-11T20:31:33.383815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-11T20:31:33.395295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-11T20:31:33.395661] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-11T20:31:33.396413] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-11T20:31:33.396463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:33.396493] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:33.396519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:33.396594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:33.452259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:33.453129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:33.453211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:33.453242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:33.570828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:33.570979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:33.571019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:33.571046] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:33.574313] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-11T20:31:33.574606] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-11T20:31:33.574728] [INFO ] [sig       ] RAMP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:33.715514] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RAMP.txt
[2025-12-11T20:31:33.715675] [INFO ] [sig       ] [2698/3605] Completed RAMP in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:33.715714] [INFO ] [sig       ] [2699/3605] Forecasting RAPP...
[2025-12-11T20:31:33.715742] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-11T20:31:33.715772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-11T20:31:33.728314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-11T20:31:33.728709] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-11T20:31:33.729632] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-11T20:31:33.729696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:33.729741] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:33.729777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:33.729848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:33.788755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:33.789683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:33.789799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:33.789833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:33.909147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:33.909302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:33.909342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:33.909370] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:33.912721] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=47.42%)
[2025-12-11T20:31:33.912992] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-11T20:31:33.913113] [INFO ] [sig       ] RAPP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:34.064183] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RAPP.txt
[2025-12-11T20:31:34.064341] [INFO ] [sig       ] [2699/3605] Completed RAPP in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:34.064383] [INFO ] [sig       ] [2700/3605] Forecasting RARE...
[2025-12-11T20:31:34.064412] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-11T20:31:34.064442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-11T20:31:34.075755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-11T20:31:34.076119] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-11T20:31:34.076934] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-11T20:31:34.076986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:34.077017] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:34.077043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:34.077099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:34.136742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:34.137558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:34.137657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:34.137691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:34.257955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:34.258107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:34.258148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:34.258176] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:34.261539] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-11T20:31:34.261828] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-11T20:31:34.261953] [INFO ] [sig       ] RARE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:34.399620] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RARE.txt
[2025-12-11T20:31:34.399749] [INFO ] [sig       ] [2700/3605] Completed RARE in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:34.399794] [INFO ] [sig       ] [2701/3605] Forecasting RAVE...
[2025-12-11T20:31:34.399824] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-11T20:31:34.399852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-11T20:31:34.411161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-11T20:31:34.411474] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-11T20:31:34.412266] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-11T20:31:34.412317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:34.412349] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:34.412375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:34.412430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:34.468844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:34.469474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:34.469553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:34.469602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:34.581655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:34.581835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:34.581875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:34.581903] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:34.585245] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-12-11T20:31:34.585515] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-11T20:31:34.585655] [INFO ] [sig       ] RAVE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:34.724108] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RAVE.txt
[2025-12-11T20:31:34.724238] [INFO ] [sig       ] [2701/3605] Completed RAVE in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:34.724276] [INFO ] [sig       ] [2702/3605] Forecasting RAY...
[2025-12-11T20:31:34.724305] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-11T20:31:34.724334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-11T20:31:34.736290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-11T20:31:34.736662] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-11T20:31:34.737405] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-11T20:31:34.737455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:34.737486] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:34.737511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:34.737565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:34.797032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:34.797786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:34.797895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:34.797928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:34.910214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:34.910359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:34.910399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:34.910427] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:34.913778] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: UP (p=72.52%)
[2025-12-11T20:31:34.914046] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-11T20:31:34.914218] [INFO ] [sig       ] RAY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:35.052417] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RAY.txt
[2025-12-11T20:31:35.052566] [INFO ] [sig       ] [2702/3605] Completed RAY in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:35.052623] [INFO ] [sig       ] [2703/3605] Forecasting RBA...
[2025-12-11T20:31:35.052652] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-11T20:31:35.052682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-11T20:31:35.064361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-11T20:31:35.064710] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-11T20:31:35.065495] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-11T20:31:35.065547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:35.065609] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:35.065645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:35.065703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:35.125395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:35.126121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:35.126201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:35.126234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:35.253978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:35.254146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:35.254187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:35.254216] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:35.258237] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-12-11T20:31:35.258499] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-11T20:31:35.258636] [INFO ] [sig       ] RBA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:35.403636] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RBA.txt
[2025-12-11T20:31:35.403787] [INFO ] [sig       ] [2703/3605] Completed RBA in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:35.403828] [INFO ] [sig       ] [2704/3605] Forecasting RBB...
[2025-12-11T20:31:35.403858] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-11T20:31:35.403890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-11T20:31:35.415547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-11T20:31:35.415903] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-11T20:31:35.416671] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-11T20:31:35.416721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:35.416752] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:35.416778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:35.416832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:35.475394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:35.476139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:35.476219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:35.476253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:35.602588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:35.602745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:35.602803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:35.602833] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:35.606176] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-12-11T20:31:35.606448] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-11T20:31:35.606570] [INFO ] [sig       ] RBB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:35.746843] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RBB.txt
[2025-12-11T20:31:35.747018] [INFO ] [sig       ] [2704/3605] Completed RBB in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:35.747079] [INFO ] [sig       ] [2705/3605] Forecasting RBBN...
[2025-12-11T20:31:35.747111] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-11T20:31:35.747141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-11T20:31:35.759043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-11T20:31:35.759361] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-11T20:31:35.760126] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-11T20:31:35.760176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:35.760208] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:35.760234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:35.760288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:35.819244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:35.820180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:35.820280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:35.820329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:35.955784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:35.955931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:35.955971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:35.955999] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:35.960196] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2025-12-11T20:31:35.960683] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-11T20:31:35.960859] [INFO ] [sig       ] RBBN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:36.103414] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RBBN.txt
[2025-12-11T20:31:36.103599] [INFO ] [sig       ] [2705/3605] Completed RBBN in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:36.103641] [INFO ] [sig       ] [2706/3605] Forecasting RBC...
[2025-12-11T20:31:36.103669] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-11T20:31:36.103699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-11T20:31:36.115323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-11T20:31:36.115659] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-11T20:31:36.116399] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-11T20:31:36.116450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:36.116507] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:36.116535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:36.116608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:36.175310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:36.176194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:36.176299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:36.176334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:36.294669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:36.294820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:36.294859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:36.294886] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:36.298197] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-12-11T20:31:36.298469] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-11T20:31:36.298611] [INFO ] [sig       ] RBC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:36.435907] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RBC.txt
[2025-12-11T20:31:36.436056] [INFO ] [sig       ] [2706/3605] Completed RBC in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:36.436097] [INFO ] [sig       ] [2707/3605] Forecasting RBCAA...
[2025-12-11T20:31:36.436127] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-11T20:31:36.436158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-11T20:31:36.448435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-11T20:31:36.448837] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-11T20:31:36.449641] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-11T20:31:36.449695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:36.449728] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:36.449756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:36.449813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:36.509073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:36.509938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:36.510019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:36.510052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:36.627070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:36.627219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:36.627259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:36.627285] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:36.630635] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-12-11T20:31:36.630911] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-11T20:31:36.631036] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:36.771957] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RBCAA.txt
[2025-12-11T20:31:36.772095] [INFO ] [sig       ] [2707/3605] Completed RBCAA in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-11T20:31:36.772133] [INFO ] [sig       ] [2708/3605] Forecasting RBLX...
[2025-12-11T20:31:36.772161] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-11T20:31:36.772190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-11T20:31:36.783882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-11T20:31:36.784187] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-11T20:31:36.784981] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-11T20:31:36.785034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:36.785078] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:36.785108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:36.785164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:36.842298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:36.843121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:36.843203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:36.843235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:36.966269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:36.966426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:36.966466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:36.966495] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:36.969876] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-11T20:31:36.970150] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-11T20:31:36.970275] [INFO ] [sig       ] RBLX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:37.109166] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RBLX.txt
[2025-12-11T20:31:37.109306] [INFO ] [sig       ] [2708/3605] Completed RBLX in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-11T20:31:37.109345] [INFO ] [sig       ] [2709/3605] Forecasting RC...
[2025-12-11T20:31:37.109381] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-11T20:31:37.109425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-11T20:31:37.121149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-11T20:31:37.121458] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-11T20:31:37.122526] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-11T20:31:37.122597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:37.122631] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:37.122656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:37.122729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:37.181894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:37.182734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:37.182821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:37.182853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:37.307953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:37.308137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:37.308192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:37.308256] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:37.311692] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-12-11T20:31:37.311980] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-11T20:31:37.312102] [INFO ] [sig       ] RC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:37.457021] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RC.txt
[2025-12-11T20:31:37.457176] [INFO ] [sig       ] [2709/3605] Completed RC in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-11T20:31:37.457218] [INFO ] [sig       ] [2710/3605] Forecasting RCEL...
[2025-12-11T20:31:37.457247] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-11T20:31:37.457279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-11T20:31:37.472356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-11T20:31:37.472747] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-11T20:31:37.473535] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-11T20:31:37.473605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:37.473639] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:37.473666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:37.473723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:37.533787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:37.534660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:37.534745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:37.534778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:37.655207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:37.655362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:37.655401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:37.655428] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:37.658797] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-12-11T20:31:37.659069] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-11T20:31:37.659191] [INFO ] [sig       ] RCEL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:37.795058] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RCEL.txt
[2025-12-11T20:31:37.795196] [INFO ] [sig       ] [2710/3605] Completed RCEL in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-11T20:31:37.795235] [INFO ] [sig       ] [2711/3605] Forecasting RCI...
[2025-12-11T20:31:37.795264] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-11T20:31:37.795292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-11T20:31:37.806687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-11T20:31:37.807012] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-11T20:31:37.807810] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-11T20:31:37.807894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:37.807926] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:37.807952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:37.808007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:37.863222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:37.864029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:37.864109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:37.864140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:37.981023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:37.981178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:37.981218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:37.981245] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:37.984507] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-11T20:31:37.984792] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-11T20:31:37.984911] [INFO ] [sig       ] RCI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:38.120527] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RCI.txt
[2025-12-11T20:31:38.120681] [INFO ] [sig       ] [2711/3605] Completed RCI in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-11T20:31:38.120720] [INFO ] [sig       ] [2712/3605] Forecasting RCKY...
[2025-12-11T20:31:38.120754] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-11T20:31:38.120784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-11T20:31:38.132174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-11T20:31:38.132469] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-11T20:31:38.133235] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-11T20:31:38.133284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:38.133315] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:38.133340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:38.133395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:38.189295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:38.189987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:38.190066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:38.190097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:38.317143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:38.317320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:38.317361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:38.317388] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:38.320829] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-11T20:31:38.321110] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-11T20:31:38.321234] [INFO ] [sig       ] RCKY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:38.456839] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RCKY.txt
[2025-12-11T20:31:38.456992] [INFO ] [sig       ] [2712/3605] Completed RCKY in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-11T20:31:38.457030] [INFO ] [sig       ] [2713/3605] Forecasting RCL...
[2025-12-11T20:31:38.457059] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-11T20:31:38.457095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-11T20:31:38.469803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-11T20:31:38.470110] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-11T20:31:38.470924] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-11T20:31:38.470975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:38.471006] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:38.471032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:38.471086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:38.528772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:38.529516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:38.529612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:38.529645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:38.646051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:38.646197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:38.646236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:38.646263] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:38.649595] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-11T20:31:38.649861] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-11T20:31:38.649976] [INFO ] [sig       ] RCL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:38.791804] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RCL.txt
[2025-12-11T20:31:38.791954] [INFO ] [sig       ] [2713/3605] Completed RCL in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-11T20:31:38.791994] [INFO ] [sig       ] [2714/3605] Forecasting RCS...
[2025-12-11T20:31:38.792023] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-11T20:31:38.792051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-11T20:31:38.802977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-11T20:31:38.803319] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-11T20:31:38.804109] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-11T20:31:38.804160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:38.804191] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:38.804216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:38.804270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:38.864090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:38.864938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:38.865024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:38.865056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:38.987471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:38.987637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:38.987679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:38.987707] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:38.991136] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-11T20:31:38.991406] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-11T20:31:38.991528] [INFO ] [sig       ] RCS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:39.135124] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RCS.txt
[2025-12-11T20:31:39.135260] [INFO ] [sig       ] [2714/3605] Completed RCS in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-11T20:31:39.135299] [INFO ] [sig       ] [2715/3605] Forecasting RCUS...
[2025-12-11T20:31:39.135327] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-11T20:31:39.135355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-11T20:31:39.151324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-11T20:31:39.151701] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-11T20:31:39.152512] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-11T20:31:39.152563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:39.152613] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:39.152641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:39.152702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:39.213059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:39.213788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:39.213869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:39.213901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:39.335293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:39.335441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:39.335480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:39.335548] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:39.339060] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-11T20:31:39.339339] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-11T20:31:39.339460] [INFO ] [sig       ] RCUS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:39.483117] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RCUS.txt
[2025-12-11T20:31:39.483242] [INFO ] [sig       ] [2715/3605] Completed RCUS in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:39.483278] [INFO ] [sig       ] [2716/3605] Forecasting RDCM...
[2025-12-11T20:31:39.483307] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-11T20:31:39.483336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-11T20:31:39.494381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-11T20:31:39.494704] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-11T20:31:39.495503] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-11T20:31:39.495554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:39.495613] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:39.495645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:39.495702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:39.556331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:39.557078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:39.557202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:39.557250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:39.691412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:39.691607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:39.691673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:39.691720] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:39.696210] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-11T20:31:39.696517] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-11T20:31:39.696673] [INFO ] [sig       ] RDCM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:39.836530] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RDCM.txt
[2025-12-11T20:31:39.836679] [INFO ] [sig       ] [2716/3605] Completed RDCM in 0.4s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:39.836718] [INFO ] [sig       ] [2717/3605] Forecasting RDHL...
[2025-12-11T20:31:39.836747] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-11T20:31:39.836775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-11T20:31:39.848058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-11T20:31:39.848408] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-11T20:31:39.849232] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-11T20:31:39.849284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:39.849315] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:39.849340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:39.849396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:39.908559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:39.909313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:39.909398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:39.909430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:40.031925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:40.032083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:40.032138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:40.032167] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:40.035927] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-11T20:31:40.036207] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-11T20:31:40.036333] [INFO ] [sig       ] RDHL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:40.183083] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RDHL.txt
[2025-12-11T20:31:40.183215] [INFO ] [sig       ] [2717/3605] Completed RDHL in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:40.183252] [INFO ] [sig       ] [2718/3605] Forecasting RDVY...
[2025-12-11T20:31:40.183281] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-11T20:31:40.183309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-11T20:31:40.194736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-11T20:31:40.195030] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-11T20:31:40.195799] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-11T20:31:40.195849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:40.195881] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:40.195907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:40.195962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:40.254056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:40.254921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:40.255003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:40.255035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:40.380085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:40.380239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:40.380282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:40.380311] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:40.383773] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-11T20:31:40.384076] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-11T20:31:40.384208] [INFO ] [sig       ] RDVY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:40.527715] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RDVY.txt
[2025-12-11T20:31:40.527893] [INFO ] [sig       ] [2718/3605] Completed RDVY in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:40.527935] [INFO ] [sig       ] [2719/3605] Forecasting RDY...
[2025-12-11T20:31:40.527966] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-11T20:31:40.527998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-11T20:31:40.539420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-11T20:31:40.539794] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-11T20:31:40.540609] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-11T20:31:40.540662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:40.540694] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:40.540722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:40.540796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:40.600511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:40.601349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:40.601432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:40.601464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:40.727122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:40.727273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:40.727314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:40.727343] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:40.731067] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-11T20:31:40.731452] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-11T20:31:40.731622] [INFO ] [sig       ] RDY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:40.872876] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RDY.txt
[2025-12-11T20:31:40.873073] [INFO ] [sig       ] [2719/3605] Completed RDY in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:40.873114] [INFO ] [sig       ] [2720/3605] Forecasting REAL...
[2025-12-11T20:31:40.873145] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-11T20:31:40.873175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-11T20:31:40.884380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-11T20:31:40.884767] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-11T20:31:40.885589] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-11T20:31:40.885643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:40.885676] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:40.885703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:40.885759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:40.945287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:40.946160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:40.946246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:40.946278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:41.075529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:41.075673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:41.075712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:41.075740] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:41.079032] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-11T20:31:41.079310] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-11T20:31:41.079433] [INFO ] [sig       ] REAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:41.225652] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/REAL.txt
[2025-12-11T20:31:41.225808] [INFO ] [sig       ] [2720/3605] Completed REAL in 0.4s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:41.225847] [INFO ] [sig       ] [2721/3605] Forecasting REAX...
[2025-12-11T20:31:41.225875] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-11T20:31:41.225905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-11T20:31:41.237140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-11T20:31:41.237524] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-11T20:31:41.238543] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-11T20:31:41.238629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:41.238663] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:41.238691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:41.238748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:41.299950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:41.301045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:41.301133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:41.301167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:41.425820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:41.426013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:41.426069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:41.426100] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:41.429691] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-12-11T20:31:41.429982] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-11T20:31:41.430110] [INFO ] [sig       ] REAX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:41.577780] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/REAX.txt
[2025-12-11T20:31:41.577962] [INFO ] [sig       ] [2721/3605] Completed REAX in 0.4s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:41.578013] [INFO ] [sig       ] [2722/3605] Forecasting REBN...
[2025-12-11T20:31:41.578043] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-11T20:31:41.578071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-11T20:31:41.590547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-11T20:31:41.590926] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-11T20:31:41.591799] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-11T20:31:41.591859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:41.591894] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:41.591921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:41.591978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:41.651787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:41.652625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:41.652712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:41.652745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:41.772925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:41.773077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:41.773118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:41.773149] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:41.776566] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-11T20:31:41.776876] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-11T20:31:41.777003] [INFO ] [sig       ] REBN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:41.917740] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/REBN.txt
[2025-12-11T20:31:41.917914] [INFO ] [sig       ] [2722/3605] Completed REBN in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:41.917955] [INFO ] [sig       ] [2723/3605] Forecasting REFI...
[2025-12-11T20:31:41.917984] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-11T20:31:41.918013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-11T20:31:41.929868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-11T20:31:41.930260] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-11T20:31:41.931092] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-11T20:31:41.931145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:41.931214] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:41.931251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:41.931330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:41.991382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:41.992265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:41.992360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:41.992392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:42.119759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:42.120114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:42.120177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:42.120208] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:42.123595] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-11T20:31:42.123884] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-11T20:31:42.124017] [INFO ] [sig       ] REFI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:42.265937] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/REFI.txt
[2025-12-11T20:31:42.266062] [INFO ] [sig       ] [2723/3605] Completed REFI in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:42.266099] [INFO ] [sig       ] [2724/3605] Forecasting REG...
[2025-12-11T20:31:42.266128] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-11T20:31:42.266156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-11T20:31:42.277977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-11T20:31:42.278246] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-11T20:31:42.279011] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-11T20:31:42.279249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:42.279280] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:42.279306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:42.279362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:42.336673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:42.337274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:42.337347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:42.337378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:42.455020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:42.455165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:42.455204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:42.455232] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:42.458492] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-12-11T20:31:42.458769] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-11T20:31:42.458889] [INFO ] [sig       ] REG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:42.600366] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/REG.txt
[2025-12-11T20:31:42.600496] [INFO ] [sig       ] [2724/3605] Completed REG in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:42.600534] [INFO ] [sig       ] [2725/3605] Forecasting REGN...
[2025-12-11T20:31:42.600563] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-11T20:31:42.600610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-11T20:31:42.611610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-11T20:31:42.611898] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-11T20:31:42.612717] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-11T20:31:42.612768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:42.612801] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:42.612830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:42.612892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:42.670559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:42.671261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:42.671341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:42.671373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:42.794369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:42.794539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:42.794595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:42.794625] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:42.798112] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-11T20:31:42.798416] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-11T20:31:42.798541] [INFO ] [sig       ] REGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:42.944080] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/REGN.txt
[2025-12-11T20:31:42.944231] [INFO ] [sig       ] [2725/3605] Completed REGN in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-11T20:31:42.944269] [INFO ] [sig       ] [2726/3605] Forecasting RELL...
[2025-12-11T20:31:42.944299] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-11T20:31:42.944330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-11T20:31:42.955982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-11T20:31:42.956380] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-11T20:31:42.957209] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-11T20:31:42.957261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:42.957292] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:42.957319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:42.957375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:43.016220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:43.017170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:43.017254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:43.017287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:43.144386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:43.144553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:43.144616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:43.144705] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:43.148565] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-11T20:31:43.149000] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-11T20:31:43.149179] [INFO ] [sig       ] RELL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:43.298205] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RELL.txt
[2025-12-11T20:31:43.298364] [INFO ] [sig       ] [2726/3605] Completed RELL in 0.4s | 2.94 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-11T20:31:43.298405] [INFO ] [sig       ] [2727/3605] Forecasting RELX...
[2025-12-11T20:31:43.298435] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-11T20:31:43.298470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-11T20:31:43.312567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-11T20:31:43.313022] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-11T20:31:43.313963] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-11T20:31:43.314217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:43.314258] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:43.314294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:43.314374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:43.385137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:43.386154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:43.386279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:43.386325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:43.545444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:43.545635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:43.545683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:43.545712] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:43.550735] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-12-11T20:31:43.551283] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-11T20:31:43.551477] [INFO ] [sig       ] RELX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:43.713274] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RELX.txt
[2025-12-11T20:31:43.713431] [INFO ] [sig       ] [2727/3605] Completed RELX in 0.4s | 2.94 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-11T20:31:43.713470] [INFO ] [sig       ] [2728/3605] Forecasting RELY...
[2025-12-11T20:31:43.713503] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-11T20:31:43.713533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-11T20:31:43.725674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-11T20:31:43.726049] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-11T20:31:43.726848] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-11T20:31:43.726900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:43.726932] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:43.726960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:43.727017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:43.791510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:43.792460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:43.792546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:43.792605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:43.912968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:43.913139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:43.913184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:43.913214] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:43.916568] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-11T20:31:43.916854] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-11T20:31:43.916977] [INFO ] [sig       ] RELY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:44.057041] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RELY.txt
[2025-12-11T20:31:44.057195] [INFO ] [sig       ] [2728/3605] Completed RELY in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-11T20:31:44.057233] [INFO ] [sig       ] [2729/3605] Forecasting REPL...
[2025-12-11T20:31:44.057261] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-11T20:31:44.057290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-11T20:31:44.068633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-11T20:31:44.068956] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-11T20:31:44.069744] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-11T20:31:44.069796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:44.069836] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:44.069869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:44.069939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:44.127961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:44.128812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:44.128909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:44.128950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:44.251347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:44.251497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:44.251538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:44.251585] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:44.255024] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-12-11T20:31:44.255293] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-11T20:31:44.255435] [INFO ] [sig       ] REPL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:44.398466] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/REPL.txt
[2025-12-11T20:31:44.398625] [INFO ] [sig       ] [2729/3605] Completed REPL in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-11T20:31:44.398674] [INFO ] [sig       ] [2730/3605] Forecasting RERE...
[2025-12-11T20:31:44.398716] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-11T20:31:44.398757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-11T20:31:44.410445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-11T20:31:44.410803] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-11T20:31:44.411620] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-11T20:31:44.411671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:44.411702] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:44.411729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:44.411783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:44.467529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:44.468411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:44.468494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:44.468525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:44.593929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:44.594115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:44.594170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:44.594212] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:44.598633] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-11T20:31:44.598957] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-11T20:31:44.599093] [INFO ] [sig       ] RERE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:44.740870] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RERE.txt
[2025-12-11T20:31:44.741013] [INFO ] [sig       ] [2730/3605] Completed RERE in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-11T20:31:44.741050] [INFO ] [sig       ] [2731/3605] Forecasting RES...
[2025-12-11T20:31:44.741079] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-11T20:31:44.741108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-11T20:31:44.752961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-11T20:31:44.753432] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-11T20:31:44.754394] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-11T20:31:44.754446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:44.754478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:44.754516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:44.754593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:44.816948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:44.817924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:44.818008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:44.818042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:44.940060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:44.940216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:44.940258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:44.940287] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:44.943670] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-12-11T20:31:44.943935] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-11T20:31:44.944061] [INFO ] [sig       ] RES: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:45.083753] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RES.txt
[2025-12-11T20:31:45.083892] [INFO ] [sig       ] [2731/3605] Completed RES in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-11T20:31:45.083937] [INFO ] [sig       ] [2732/3605] Forecasting REVG...
[2025-12-11T20:31:45.083971] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-11T20:31:45.084006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-11T20:31:45.096187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-11T20:31:45.096467] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-11T20:31:45.097223] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-11T20:31:45.097285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:45.097317] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:45.097344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:45.097399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:45.156131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:45.156795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:45.156872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:45.156906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:45.287373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:45.287526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:45.287564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:45.287611] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:45.291086] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-12-11T20:31:45.291343] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-11T20:31:45.291458] [INFO ] [sig       ] REVG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:45.434502] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/REVG.txt
[2025-12-11T20:31:45.434649] [INFO ] [sig       ] [2732/3605] Completed REVG in 0.4s | 2.94 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-11T20:31:45.434689] [INFO ] [sig       ] [2733/3605] Forecasting REX...
[2025-12-11T20:31:45.434718] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-11T20:31:45.434746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-11T20:31:45.446876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-11T20:31:45.447365] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-11T20:31:45.448376] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-11T20:31:45.448426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:45.448456] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:45.448481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:45.448536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:45.508311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:45.509341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:45.509451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:45.509484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:45.632480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:45.632646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:45.632686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:45.632714] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:45.636032] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=79.09%)
[2025-12-11T20:31:45.636301] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-11T20:31:45.636421] [INFO ] [sig       ] REX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:45.774696] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/REX.txt
[2025-12-11T20:31:45.774838] [INFO ] [sig       ] [2733/3605] Completed REX in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:45.774877] [INFO ] [sig       ] [2734/3605] Forecasting REYN...
[2025-12-11T20:31:45.774911] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-11T20:31:45.774940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-11T20:31:45.785738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-11T20:31:45.786081] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-11T20:31:45.786856] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-11T20:31:45.786906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:45.786937] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:45.786963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:45.787018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:45.843736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:45.844521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:45.844619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:45.844652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:45.960161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:45.960321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:45.960362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:45.960388] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:45.963700] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-11T20:31:45.963978] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-11T20:31:45.964102] [INFO ] [sig       ] REYN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:46.106913] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/REYN.txt
[2025-12-11T20:31:46.107072] [INFO ] [sig       ] [2734/3605] Completed REYN in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:46.107110] [INFO ] [sig       ] [2735/3605] Forecasting REZI...
[2025-12-11T20:31:46.107139] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-11T20:31:46.107168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-11T20:31:46.118761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-11T20:31:46.119083] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-11T20:31:46.119866] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-11T20:31:46.119915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:46.119946] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:46.119974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:46.120030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:46.177848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:46.178741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:46.178821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:46.178852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:46.295142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:46.295295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:46.295333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:46.295361] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:46.298707] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-11T20:31:46.298977] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-11T20:31:46.299099] [INFO ] [sig       ] REZI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:46.449121] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/REZI.txt
[2025-12-11T20:31:46.449279] [INFO ] [sig       ] [2735/3605] Completed REZI in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:46.449322] [INFO ] [sig       ] [2736/3605] Forecasting RF...
[2025-12-11T20:31:46.449352] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-11T20:31:46.449381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-11T20:31:46.460623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-11T20:31:46.461018] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-11T20:31:46.461799] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-11T20:31:46.461849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:46.461880] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:46.461907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:46.461961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:46.518921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:46.519740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:46.519819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:46.519852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:46.641613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:46.641753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:46.641793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:46.641821] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:46.645067] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2025-12-11T20:31:46.645329] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-11T20:31:46.645447] [INFO ] [sig       ] RF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:46.783130] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RF.txt
[2025-12-11T20:31:46.783313] [INFO ] [sig       ] [2736/3605] Completed RF in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:46.783368] [INFO ] [sig       ] [2737/3605] Forecasting RFI...
[2025-12-11T20:31:46.783409] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-11T20:31:46.783450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-11T20:31:46.794808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-11T20:31:46.795147] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-11T20:31:46.795982] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-11T20:31:46.796035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:46.796067] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:46.796095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:46.796153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:46.856199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:46.857092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:46.857169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:46.857201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:46.969271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:46.969415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:46.969454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:46.969482] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:46.972730] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2025-12-11T20:31:46.972995] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-11T20:31:46.973155] [INFO ] [sig       ] RFI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:47.112231] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RFI.txt
[2025-12-11T20:31:47.112357] [INFO ] [sig       ] [2737/3605] Completed RFI in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:47.112394] [INFO ] [sig       ] [2738/3605] Forecasting RFL...
[2025-12-11T20:31:47.112424] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-11T20:31:47.112453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-11T20:31:47.123606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-11T20:31:47.123889] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-11T20:31:47.124658] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-11T20:31:47.124707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:47.124738] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:47.124763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:47.124819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:47.182226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:47.182918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:47.182994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:47.183025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:47.298891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:47.299040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:47.299078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:47.299105] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:47.302749] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-11T20:31:47.303011] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-11T20:31:47.303126] [INFO ] [sig       ] RFL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:47.441419] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RFL.txt
[2025-12-11T20:31:47.441550] [INFO ] [sig       ] [2738/3605] Completed RFL in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:47.441611] [INFO ] [sig       ] [2739/3605] Forecasting RFM...
[2025-12-11T20:31:47.441642] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-11T20:31:47.441670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-11T20:31:47.453105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-11T20:31:47.453434] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-11T20:31:47.454305] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-11T20:31:47.454368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:47.454407] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:47.454434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:47.454491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:47.514797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:47.515775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:47.515860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:47.515892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:47.625936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:47.626123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:47.626169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:47.626214] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:47.629684] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=42.66%)
[2025-12-11T20:31:47.629946] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-11T20:31:47.630065] [INFO ] [sig       ] RFM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:47.768311] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RFM.txt
[2025-12-11T20:31:47.768440] [INFO ] [sig       ] [2739/3605] Completed RFM in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:47.768478] [INFO ] [sig       ] [2740/3605] Forecasting RFMZ...
[2025-12-11T20:31:47.768506] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-11T20:31:47.768535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-11T20:31:47.781533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-11T20:31:47.781959] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-11T20:31:47.782791] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-11T20:31:47.782843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:47.782903] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:47.782931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:47.782987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:47.841379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:47.842251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:47.842334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:47.842365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:47.960320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:47.960474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:47.960514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:47.960541] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:47.963805] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-11T20:31:47.964075] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-11T20:31:47.964195] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:48.105010] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RFMZ.txt
[2025-12-11T20:31:48.105360] [INFO ] [sig       ] [2740/3605] Completed RFMZ in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:48.105399] [INFO ] [sig       ] [2741/3605] Forecasting RGA...
[2025-12-11T20:31:48.105427] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-11T20:31:48.105454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-11T20:31:48.118838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-11T20:31:48.119263] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-11T20:31:48.120180] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-11T20:31:48.120244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:48.120287] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:48.120329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:48.120390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:48.186545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:48.187700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:48.187821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:48.187893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:48.316705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:48.316862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:48.316902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:48.316930] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:48.320725] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-12-11T20:31:48.321044] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-11T20:31:48.321174] [INFO ] [sig       ] RGA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:48.473069] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RGA.txt
[2025-12-11T20:31:48.473223] [INFO ] [sig       ] [2741/3605] Completed RGA in 0.4s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:48.473261] [INFO ] [sig       ] [2742/3605] Forecasting RGCO...
[2025-12-11T20:31:48.473289] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-11T20:31:48.473319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-11T20:31:48.484978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-11T20:31:48.485361] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-11T20:31:48.486158] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-11T20:31:48.486210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:48.486243] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:48.486269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:48.486325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:48.546774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:48.547646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:48.547732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:48.547764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:48.650228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:48.650382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:48.650423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:48.650451] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:48.653875] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-11T20:31:48.654179] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-11T20:31:48.654309] [INFO ] [sig       ] RGCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:48.798894] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RGCO.txt
[2025-12-11T20:31:48.799077] [INFO ] [sig       ] [2742/3605] Completed RGCO in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-11T20:31:48.799123] [INFO ] [sig       ] [2743/3605] Forecasting RGEN...
[2025-12-11T20:31:48.799153] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-11T20:31:48.799373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-11T20:31:48.812435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-11T20:31:48.812832] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-11T20:31:48.813670] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-11T20:31:48.813720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:48.813764] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:48.813791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:48.813846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:48.872325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:48.873391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:48.873476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:48.873508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:49.004762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:49.004918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:49.004959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:49.005023] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:49.008604] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-12-11T20:31:49.008882] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-11T20:31:49.009006] [INFO ] [sig       ] RGEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:49.148895] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RGEN.txt
[2025-12-11T20:31:49.149046] [INFO ] [sig       ] [2743/3605] Completed RGEN in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-11T20:31:49.149085] [INFO ] [sig       ] [2744/3605] Forecasting RGLD...
[2025-12-11T20:31:49.149113] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-11T20:31:49.149144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-11T20:31:49.161425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-11T20:31:49.161755] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-11T20:31:49.162557] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-11T20:31:49.162631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:49.162664] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:49.162691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:49.162749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:49.220225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:49.220925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:49.221008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:49.221040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:49.347106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:49.347288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:49.347329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:49.347357] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:49.350784] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=46.52%)
[2025-12-11T20:31:49.351049] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-11T20:31:49.351361] [INFO ] [sig       ] RGLD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:49.492358] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RGLD.txt
[2025-12-11T20:31:49.492508] [INFO ] [sig       ] [2744/3605] Completed RGLD in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-11T20:31:49.492547] [INFO ] [sig       ] [2745/3605] Forecasting RGNX...
[2025-12-11T20:31:49.492598] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-11T20:31:49.492629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-11T20:31:49.504711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-11T20:31:49.505077] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-11T20:31:49.505897] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-11T20:31:49.505947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:49.505978] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:49.506005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:49.506064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:49.562447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:49.563326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:49.563408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:49.563439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:49.694536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:49.694724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:49.694770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:49.694798] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:49.698919] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=37.81%)
[2025-12-11T20:31:49.699234] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-11T20:31:49.699365] [INFO ] [sig       ] RGNX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:49.860310] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RGNX.txt
[2025-12-11T20:31:49.860442] [INFO ] [sig       ] [2745/3605] Completed RGNX in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-11T20:31:49.860481] [INFO ] [sig       ] [2746/3605] Forecasting RGP...
[2025-12-11T20:31:49.860510] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-11T20:31:49.860542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-11T20:31:49.872110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-11T20:31:49.872409] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-11T20:31:49.873181] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-11T20:31:49.873234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:49.873265] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:49.873292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:49.873346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:49.932718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:49.933366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:49.933444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:49.933477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:50.055162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:50.055477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:50.055514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:50.055541] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:50.059147] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=51.17%)
[2025-12-11T20:31:50.059416] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-11T20:31:50.059533] [INFO ] [sig       ] RGP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:50.199470] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RGP.txt
[2025-12-11T20:31:50.199629] [INFO ] [sig       ] [2746/3605] Completed RGP in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-11T20:31:50.199683] [INFO ] [sig       ] [2747/3605] Forecasting RGS...
[2025-12-11T20:31:50.199721] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-11T20:31:50.199754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-11T20:31:50.212010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-11T20:31:50.212346] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-11T20:31:50.213222] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-11T20:31:50.213277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:50.213310] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:50.213337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:50.213393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:50.280466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:50.281222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:50.281302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:50.281339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:50.402866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:50.403043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:50.403099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:50.403129] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:50.406875] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-12-11T20:31:50.407191] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-11T20:31:50.407324] [INFO ] [sig       ] RGS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:50.558740] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RGS.txt
[2025-12-11T20:31:50.558865] [INFO ] [sig       ] [2747/3605] Completed RGS in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-11T20:31:50.558903] [INFO ] [sig       ] [2748/3605] Forecasting RGTI...
[2025-12-11T20:31:50.558931] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-11T20:31:50.558959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-11T20:31:50.571448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-11T20:31:50.571786] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-11T20:31:50.572561] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-11T20:31:50.572629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:50.572661] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:50.572686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:50.572741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:50.628752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:50.629462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:50.629540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:50.629589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:50.752184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:50.752331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:50.752370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:50.752397] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:50.755702] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-11T20:31:50.755961] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-11T20:31:50.756082] [INFO ] [sig       ] RGTI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:50.894074] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RGTI.txt
[2025-12-11T20:31:50.894202] [INFO ] [sig       ] [2748/3605] Completed RGTI in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-11T20:31:50.894238] [INFO ] [sig       ] [2749/3605] Forecasting RH...
[2025-12-11T20:31:50.894266] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-11T20:31:50.894294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-11T20:31:50.907687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-11T20:31:50.908036] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-11T20:31:50.908973] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-11T20:31:50.909026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:50.909060] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:50.909090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:50.909155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:50.969371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:50.970181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:50.970261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:50.970294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:51.096128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:51.096278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:51.096318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:51.096347] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:51.099736] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-12-11T20:31:51.100000] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-11T20:31:51.100116] [INFO ] [sig       ] RH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:51.296004] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RH.txt
[2025-12-11T20:31:51.296141] [INFO ] [sig       ] [2749/3605] Completed RH in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-11T20:31:51.296179] [INFO ] [sig       ] [2750/3605] Forecasting RHI...
[2025-12-11T20:31:51.296208] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-11T20:31:51.296236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-11T20:31:51.308104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-11T20:31:51.308394] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-11T20:31:51.309182] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-11T20:31:51.309232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:51.309263] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:51.309289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:51.309344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:51.367740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:51.368555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:51.368695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:51.368732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:51.495781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:51.495960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:51.496013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:51.496043] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:51.499612] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=72.61%)
[2025-12-11T20:31:51.499894] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-11T20:31:51.500019] [INFO ] [sig       ] RHI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:51.638058] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RHI.txt
[2025-12-11T20:31:51.638191] [INFO ] [sig       ] [2750/3605] Completed RHI in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:51.638228] [INFO ] [sig       ] [2751/3605] Forecasting RHP...
[2025-12-11T20:31:51.638258] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-11T20:31:51.638287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-11T20:31:51.650024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-11T20:31:51.650310] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-11T20:31:51.651070] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-11T20:31:51.651121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:51.651151] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:51.651177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:51.651232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:51.708916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:51.709513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:51.709603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:51.709637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:51.829117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:51.829261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:51.829299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:51.829326] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:51.832614] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-11T20:31:51.832875] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-11T20:31:51.832994] [INFO ] [sig       ] RHP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:51.971062] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RHP.txt
[2025-12-11T20:31:51.971185] [INFO ] [sig       ] [2751/3605] Completed RHP in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:51.971222] [INFO ] [sig       ] [2752/3605] Forecasting RICK...
[2025-12-11T20:31:51.971250] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-11T20:31:51.971278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-11T20:31:51.983666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-11T20:31:51.984027] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-11T20:31:51.984837] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-11T20:31:51.984888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:51.984919] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:51.984944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:51.985000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:52.040997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:52.041607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:52.041686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:52.041717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:52.160298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:52.160438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:52.160492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:52.160517] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:52.163699] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-11T20:31:52.163957] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-11T20:31:52.164078] [INFO ] [sig       ] RICK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:52.300069] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RICK.txt
[2025-12-11T20:31:52.300171] [INFO ] [sig       ] [2752/3605] Completed RICK in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:52.300207] [INFO ] [sig       ] [2753/3605] Forecasting RIG...
[2025-12-11T20:31:52.300234] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-11T20:31:52.300263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-11T20:31:52.311020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-11T20:31:52.311289] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-11T20:31:52.312062] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-11T20:31:52.312114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:52.312145] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:52.312170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:52.312225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:52.367719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:52.368326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:52.368401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:52.368432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:52.487332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:52.487467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:52.487504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:52.487531] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:52.490812] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-12-11T20:31:52.491071] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-11T20:31:52.491189] [INFO ] [sig       ] RIG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:52.632351] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RIG.txt
[2025-12-11T20:31:52.632488] [INFO ] [sig       ] [2753/3605] Completed RIG in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:52.632526] [INFO ] [sig       ] [2754/3605] Forecasting RIGL...
[2025-12-11T20:31:52.632555] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-11T20:31:52.632601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-11T20:31:52.643896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-11T20:31:52.644209] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-11T20:31:52.644971] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-11T20:31:52.645021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:52.645051] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:52.645077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:52.645147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:52.702261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:52.702877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:52.702951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:52.702982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:52.823888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:52.824025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:52.824071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:52.824103] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:52.827435] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-11T20:31:52.827710] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-11T20:31:52.827826] [INFO ] [sig       ] RIGL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:52.967870] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RIGL.txt
[2025-12-11T20:31:52.967986] [INFO ] [sig       ] [2754/3605] Completed RIGL in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:52.968022] [INFO ] [sig       ] [2755/3605] Forecasting RILY...
[2025-12-11T20:31:52.968050] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-11T20:31:52.968081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-11T20:31:52.979255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-11T20:31:52.979523] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-11T20:31:52.980281] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-11T20:31:52.980331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:52.980361] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:52.980387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:52.980442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:53.036693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:53.037287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:53.037364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:53.037394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:53.158143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:53.158248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:53.158287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:53.158316] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:53.161655] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-11T20:31:53.161919] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-11T20:31:53.162042] [INFO ] [sig       ] RILY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:53.305322] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RILY.txt
[2025-12-11T20:31:53.305503] [INFO ] [sig       ] [2755/3605] Completed RILY in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:53.305547] [INFO ] [sig       ] [2756/3605] Forecasting RILYN...
[2025-12-11T20:31:53.305594] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-11T20:31:53.305627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-11T20:31:53.317639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-11T20:31:53.317961] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-11T20:31:53.319023] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-11T20:31:53.319089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:53.319124] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:53.319150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:53.319204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:53.379128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:53.380143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:53.380233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:53.380265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:53.494511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:53.494689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:53.494731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:53.494759] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:53.498178] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=62.82%)
[2025-12-11T20:31:53.498449] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-11T20:31:53.498590] [INFO ] [sig       ] RILYN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:53.636700] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RILYN.txt
[2025-12-11T20:31:53.636820] [INFO ] [sig       ] [2756/3605] Completed RILYN in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:53.636859] [INFO ] [sig       ] [2757/3605] Forecasting RILYZ...
[2025-12-11T20:31:53.636887] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-11T20:31:53.636916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-11T20:31:53.647986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-11T20:31:53.648243] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-11T20:31:53.649000] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-11T20:31:53.649058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:53.649126] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:53.649159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:53.649226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:53.706313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:53.706927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:53.707001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:53.707032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:53.829486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:53.829660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:53.829699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:53.829725] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:53.833007] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2025-12-11T20:31:53.833265] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-11T20:31:53.833383] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:53.972185] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RILYZ.txt
[2025-12-11T20:31:53.972330] [INFO ] [sig       ] [2757/3605] Completed RILYZ in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:53.972368] [INFO ] [sig       ] [2758/3605] Forecasting RIME...
[2025-12-11T20:31:53.972397] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-11T20:31:53.972427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-11T20:31:53.983823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-11T20:31:53.984151] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-11T20:31:53.984933] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-11T20:31:53.984984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:53.985015] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:53.985041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:53.985096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:54.047410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:54.048415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:54.048508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:54.048542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:54.170892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:54.171050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:54.171091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:54.171119] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:54.174751] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-11T20:31:54.175025] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-11T20:31:54.175149] [INFO ] [sig       ] RIME: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:54.317925] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RIME.txt
[2025-12-11T20:31:54.318072] [INFO ] [sig       ] [2758/3605] Completed RIME in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:54.318116] [INFO ] [sig       ] [2759/3605] Forecasting RING...
[2025-12-11T20:31:54.318146] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-11T20:31:54.318174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-11T20:31:54.329736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-11T20:31:54.330045] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-11T20:31:54.330814] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-11T20:31:54.330864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:54.330898] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:54.330935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:54.331011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:54.392024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:54.392905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:54.392991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:54.393025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:54.523107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:54.523264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:54.523305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:54.523334] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:54.526785] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2025-12-11T20:31:54.527058] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-11T20:31:54.527186] [INFO ] [sig       ] RING: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:54.679214] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RING.txt
[2025-12-11T20:31:54.679379] [INFO ] [sig       ] [2759/3605] Completed RING in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-11T20:31:54.679418] [INFO ] [sig       ] [2760/3605] Forecasting RIO...
[2025-12-11T20:31:54.679447] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-11T20:31:54.679477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-11T20:31:54.692042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-11T20:31:54.692383] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-11T20:31:54.693214] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-11T20:31:54.693266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:54.693297] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:54.693323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:54.693378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:54.752944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:54.753898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:54.753980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:54.754014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:54.885584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:54.885747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:54.885796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:54.885856] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:54.889800] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-11T20:31:54.890085] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-11T20:31:54.890237] [INFO ] [sig       ] RIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:55.039452] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RIO.txt
[2025-12-11T20:31:55.039618] [INFO ] [sig       ] [2760/3605] Completed RIO in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-11T20:31:55.039661] [INFO ] [sig       ] [2761/3605] Forecasting RITM...
[2025-12-11T20:31:55.039691] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-11T20:31:55.039722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-11T20:31:55.051877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-11T20:31:55.052193] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-11T20:31:55.052959] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-11T20:31:55.053009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:55.053039] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:55.053064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:55.053121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:55.111680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:55.112527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:55.112626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:55.112660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:55.232290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:55.232444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:55.232485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:55.232514] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:55.236043] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-12-11T20:31:55.236537] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-11T20:31:55.236680] [INFO ] [sig       ] RITM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:55.379884] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RITM.txt
[2025-12-11T20:31:55.380033] [INFO ] [sig       ] [2761/3605] Completed RITM in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-11T20:31:55.380073] [INFO ] [sig       ] [2762/3605] Forecasting RIVN...
[2025-12-11T20:31:55.380104] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-11T20:31:55.380139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-11T20:31:55.391422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-11T20:31:55.391751] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-11T20:31:55.392505] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-11T20:31:55.392555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:55.392604] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:55.392632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:55.392686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:55.450328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:55.451132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:55.451211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:55.451243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:55.571985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:55.572126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:55.572167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:55.572194] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:55.575466] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=74.12%)
[2025-12-11T20:31:55.575739] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-11T20:31:55.575858] [INFO ] [sig       ] RIVN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:55.722654] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RIVN.txt
[2025-12-11T20:31:55.722800] [INFO ] [sig       ] [2762/3605] Completed RIVN in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-11T20:31:55.722840] [INFO ] [sig       ] [2763/3605] Forecasting RKLB...
[2025-12-11T20:31:55.722870] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-11T20:31:55.722902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-11T20:31:55.734385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-11T20:31:55.734730] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-11T20:31:55.735527] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-11T20:31:55.735597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:55.735632] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:55.735658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:55.735714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:55.796453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:55.797171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:55.797255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:55.797289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:55.920853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:55.921018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:55.921061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:55.921088] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:55.924395] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=51.94%)
[2025-12-11T20:31:55.924690] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-11T20:31:55.924811] [INFO ] [sig       ] RKLB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:56.068315] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RKLB.txt
[2025-12-11T20:31:56.068442] [INFO ] [sig       ] [2763/3605] Completed RKLB in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-11T20:31:56.068479] [INFO ] [sig       ] [2764/3605] Forecasting RL...
[2025-12-11T20:31:56.068508] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-11T20:31:56.068537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-11T20:31:56.079396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-11T20:31:56.079741] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-11T20:31:56.080502] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-11T20:31:56.080552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:56.080605] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:56.080633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:56.080688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:56.140420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:56.141242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:56.141322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:56.141356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:56.263647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:56.263798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:56.263838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:56.263869] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:56.267515] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-11T20:31:56.267811] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-11T20:31:56.267960] [INFO ] [sig       ] RL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:56.409161] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RL.txt
[2025-12-11T20:31:56.409310] [INFO ] [sig       ] [2764/3605] Completed RL in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-11T20:31:56.409348] [INFO ] [sig       ] [2765/3605] Forecasting RLAY...
[2025-12-11T20:31:56.409376] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-11T20:31:56.409404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-11T20:31:56.420707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-11T20:31:56.421014] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-11T20:31:56.421850] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-11T20:31:56.421902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:56.421934] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:56.421959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:56.422016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:56.479747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:56.480470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:56.480548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:56.480597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:56.608552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:56.608714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:56.608754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:56.608782] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:56.612094] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-12-11T20:31:56.612366] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-11T20:31:56.612485] [INFO ] [sig       ] RLAY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:56.750955] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RLAY.txt
[2025-12-11T20:31:56.751083] [INFO ] [sig       ] [2765/3605] Completed RLAY in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-11T20:31:56.751122] [INFO ] [sig       ] [2766/3605] Forecasting RLI...
[2025-12-11T20:31:56.751152] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-11T20:31:56.751181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-11T20:31:56.762067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-11T20:31:56.762393] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-11T20:31:56.763178] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-11T20:31:56.763230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:56.763261] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:56.763288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:56.763342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:56.819989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:56.820715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:56.820792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:56.820823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:56.939543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:56.939699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:56.939738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:56.939766] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:56.942988] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-11T20:31:56.943252] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-11T20:31:56.943375] [INFO ] [sig       ] RLI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:57.082530] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RLI.txt
[2025-12-11T20:31:57.082668] [INFO ] [sig       ] [2766/3605] Completed RLI in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-11T20:31:57.082706] [INFO ] [sig       ] [2767/3605] Forecasting RLJ...
[2025-12-11T20:31:57.082735] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-11T20:31:57.082764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-11T20:31:57.094094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-11T20:31:57.094410] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-11T20:31:57.095197] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-11T20:31:57.095248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:57.095289] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:57.095317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:57.095372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:57.152621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:57.153385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:57.153510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:57.153558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:57.272383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:57.272532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:57.272589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:57.272621] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:57.275916] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-12-11T20:31:57.276196] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-11T20:31:57.276338] [INFO ] [sig       ] RLJ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:57.417530] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RLJ.txt
[2025-12-11T20:31:57.417681] [INFO ] [sig       ] [2767/3605] Completed RLJ in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-11T20:31:57.417720] [INFO ] [sig       ] [2768/3605] Forecasting RLMD...
[2025-12-11T20:31:57.417750] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-11T20:31:57.417780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-11T20:31:57.429830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-11T20:31:57.430141] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-11T20:31:57.430945] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-11T20:31:57.430995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:57.431025] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:57.431051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:57.431105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:57.489872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:57.490598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:57.490678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:57.490710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:57.616096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:57.616254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:57.616299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:57.616329] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:57.622394] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=62.54%)
[2025-12-11T20:31:57.622701] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-11T20:31:57.622825] [INFO ] [sig       ] RLMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:57.761558] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RLMD.txt
[2025-12-11T20:31:57.761702] [INFO ] [sig       ] [2768/3605] Completed RLMD in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:31:57.761739] [INFO ] [sig       ] [2769/3605] Forecasting RLTY...
[2025-12-11T20:31:57.761767] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-11T20:31:57.761796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-11T20:31:57.773242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-11T20:31:57.773555] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-11T20:31:57.774389] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-11T20:31:57.774439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:57.774472] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:57.774497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:57.774552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:57.834778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:57.835508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:57.835604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:57.835640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:57.952882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:57.953025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:57.953067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:57.953095] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:57.956352] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-11T20:31:57.956629] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-11T20:31:57.956748] [INFO ] [sig       ] RLTY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:58.098234] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RLTY.txt
[2025-12-11T20:31:58.098366] [INFO ] [sig       ] [2769/3605] Completed RLTY in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:31:58.098405] [INFO ] [sig       ] [2770/3605] Forecasting RLX...
[2025-12-11T20:31:58.098650] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-11T20:31:58.098686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-11T20:31:58.110154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-11T20:31:58.110668] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-11T20:31:58.111472] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-11T20:31:58.111525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:58.111558] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:58.111610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:58.111671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:58.171829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:58.172655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:58.172736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:58.172770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:58.289606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:58.289753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:58.289791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:58.289818] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:58.293108] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2025-12-11T20:31:58.293376] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-11T20:31:58.293497] [INFO ] [sig       ] RLX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:58.432366] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RLX.txt
[2025-12-11T20:31:58.432530] [INFO ] [sig       ] [2770/3605] Completed RLX in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:31:58.432592] [INFO ] [sig       ] [2771/3605] Forecasting RM...
[2025-12-11T20:31:58.432626] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-11T20:31:58.432655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-11T20:31:58.443999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-11T20:31:58.444331] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-11T20:31:58.445091] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-11T20:31:58.445141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:58.445172] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:58.445197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:58.445251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:58.504352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:58.505181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:58.505260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:58.505292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:58.623974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:58.624125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:58.624164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:58.624192] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:58.627623] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-12-11T20:31:58.627976] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-11T20:31:58.628113] [INFO ] [sig       ] RM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:58.780557] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RM.txt
[2025-12-11T20:31:58.780725] [INFO ] [sig       ] [2771/3605] Completed RM in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:31:58.780763] [INFO ] [sig       ] [2772/3605] Forecasting RMAX...
[2025-12-11T20:31:58.780791] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-11T20:31:58.780821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-11T20:31:58.792011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-11T20:31:58.792366] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-11T20:31:58.793171] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-11T20:31:58.793222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:58.793251] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:58.793277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:58.793336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:58.852450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:58.853333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:58.853418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:58.853452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:58.974954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:58.975099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:58.975139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:58.975166] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:58.978888] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-11T20:31:58.979152] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-11T20:31:58.979274] [INFO ] [sig       ] RMAX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:31:59.126200] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RMAX.txt
[2025-12-11T20:31:59.126358] [INFO ] [sig       ] [2772/3605] Completed RMAX in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:31:59.126397] [INFO ] [sig       ] [2773/3605] Forecasting RMBI...
[2025-12-11T20:31:59.126426] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-11T20:31:59.126454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-11T20:31:59.137739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-11T20:31:59.138098] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-11T20:31:59.139085] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-11T20:31:59.139135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:59.139166] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:59.139191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:59.139244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:59.196030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:59.196647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:59.196721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:59.196752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:59.307474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:59.307636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:59.307676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:59.307704] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:59.310967] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=85.75%)
[2025-12-11T20:31:59.311234] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-11T20:31:59.311355] [INFO ] [sig       ] RMBI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:59.450887] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RMBI.txt
[2025-12-11T20:31:59.451055] [INFO ] [sig       ] [2773/3605] Completed RMBI in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:31:59.451095] [INFO ] [sig       ] [2774/3605] Forecasting RMBS...
[2025-12-11T20:31:59.451125] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-11T20:31:59.451157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-11T20:31:59.463359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-11T20:31:59.463625] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-11T20:31:59.464407] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-11T20:31:59.464456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:59.464512] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:59.464539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:59.464610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:59.522055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:59.522682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:59.522761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:59.522792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:59.638984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:59.639104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:31:59.639142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:59.639186] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:59.642388] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-12-11T20:31:59.642694] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-11T20:31:59.642816] [INFO ] [sig       ] RMBS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:31:59.781000] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RMBS.txt
[2025-12-11T20:31:59.781161] [INFO ] [sig       ] [2774/3605] Completed RMBS in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:31:59.781217] [INFO ] [sig       ] [2775/3605] Forecasting RMD...
[2025-12-11T20:31:59.781260] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-11T20:31:59.781303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-11T20:31:59.793814] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RMD'.
[2025-12-11T20:31:59.794206] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-11T20:31:59.795192] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-11T20:31:59.795246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:31:59.795279] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:31:59.795306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:31:59.795362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:31:59.855481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:31:59.856385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:31:59.856496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:31:59.856543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:31:59.987818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:31:59.987995] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:31:59.988037] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:31:59.988067] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:31:59.991775] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-12-11T20:31:59.992054] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-11T20:31:59.992181] [INFO ] [sig       ] RMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-11T20:32:00.137548] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RMD.txt
[2025-12-11T20:32:00.137744] [INFO ] [sig       ] [2775/3605] Completed RMD in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:32:00.137786] [INFO ] [sig       ] [2776/3605] Forecasting RMI...
[2025-12-11T20:32:00.137816] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-11T20:32:00.137875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-11T20:32:00.150139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-11T20:32:00.150540] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-11T20:32:00.151429] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-11T20:32:00.151482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:00.151515] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:00.151542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:00.151620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:00.213919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:00.215056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:00.215139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:00.215188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:00.321344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:00.321498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:00.321537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:00.321564] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:00.325268] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-12-11T20:32:00.325628] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-11T20:32:00.325790] [INFO ] [sig       ] RMI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:00.468968] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RMI.txt
[2025-12-11T20:32:00.469104] [INFO ] [sig       ] [2776/3605] Completed RMI in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:32:00.469142] [INFO ] [sig       ] [2777/3605] Forecasting RMM...
[2025-12-11T20:32:00.469172] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-11T20:32:00.469202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-11T20:32:00.481048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-11T20:32:00.481299] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-11T20:32:00.482067] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-11T20:32:00.482117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:00.482148] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:00.482174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:00.482229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:00.540757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:00.541554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:00.541652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:00.541685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:00.666848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:00.667002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:00.667041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:00.667095] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:00.670469] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-11T20:32:00.670749] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-11T20:32:00.670871] [INFO ] [sig       ] RMM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:00.815045] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RMM.txt
[2025-12-11T20:32:00.815171] [INFO ] [sig       ] [2777/3605] Completed RMM in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-11T20:32:00.815209] [INFO ] [sig       ] [2778/3605] Forecasting RMMZ...
[2025-12-11T20:32:00.815240] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-11T20:32:00.815272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-11T20:32:00.826333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-11T20:32:00.826646] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-11T20:32:00.827397] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-11T20:32:00.827446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:00.827477] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:00.827515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:00.827592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:00.884063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:00.884667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:00.884742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:00.884774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:00.995869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:00.996001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:00.996036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:00.996094] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:00.999236] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-11T20:32:00.999493] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-11T20:32:00.999625] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:01.141246] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RMMZ.txt
[2025-12-11T20:32:01.141374] [INFO ] [sig       ] [2778/3605] Completed RMMZ in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-11T20:32:01.141410] [INFO ] [sig       ] [2779/3605] Forecasting RMNI...
[2025-12-11T20:32:01.141439] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-11T20:32:01.141466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-11T20:32:01.152377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-11T20:32:01.152652] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-11T20:32:01.153397] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-11T20:32:01.153448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:01.153478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:01.153503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:01.153559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:01.209165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:01.210013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:01.210102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:01.210135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:01.328893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:01.329057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:01.329097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:01.329125] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:01.332636] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-11T20:32:01.332912] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-11T20:32:01.333034] [INFO ] [sig       ] RMNI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:01.471095] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RMNI.txt
[2025-12-11T20:32:01.471237] [INFO ] [sig       ] [2779/3605] Completed RMNI in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-11T20:32:01.471274] [INFO ] [sig       ] [2780/3605] Forecasting RNA...
[2025-12-11T20:32:01.471305] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-11T20:32:01.471335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-11T20:32:01.483788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-11T20:32:01.484089] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-11T20:32:01.484872] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-11T20:32:01.484922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:01.484952] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:01.484978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:01.485032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:01.540432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:01.541296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:01.541380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:01.541413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:01.657302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:01.657463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:01.657503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:01.657529] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:01.660832] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=35.68%)
[2025-12-11T20:32:01.661100] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-11T20:32:01.661222] [INFO ] [sig       ] RNA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:01.797394] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RNA.txt
[2025-12-11T20:32:01.797516] [INFO ] [sig       ] [2780/3605] Completed RNA in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-11T20:32:01.797554] [INFO ] [sig       ] [2781/3605] Forecasting RNAC...
[2025-12-11T20:32:01.797600] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-11T20:32:01.797631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-11T20:32:01.809238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-11T20:32:01.809499] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-11T20:32:01.810263] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-11T20:32:01.810316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:01.810347] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:01.810373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:01.810428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:01.867415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:01.868091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:01.868166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:01.868197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:01.986011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:01.986200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:01.987311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:01.987351] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:01.990848] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-11T20:32:01.991130] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-11T20:32:01.991259] [INFO ] [sig       ] RNAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:02.136046] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RNAC.txt
[2025-12-11T20:32:02.136176] [INFO ] [sig       ] [2781/3605] Completed RNAC in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-11T20:32:02.136214] [INFO ] [sig       ] [2782/3605] Forecasting RNAZ...
[2025-12-11T20:32:02.136243] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-11T20:32:02.136278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-11T20:32:02.147938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-11T20:32:02.148249] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-11T20:32:02.149015] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-11T20:32:02.149065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:02.149096] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:02.149122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:02.149177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:02.206237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:02.207054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:02.207136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:02.207169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:02.324004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:02.324150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:02.324188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:02.324215] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:02.327464] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: DOWN (p=31.88%)
[2025-12-11T20:32:02.327741] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-11T20:32:02.327881] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:02.465385] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RNAZ.txt
[2025-12-11T20:32:02.465514] [INFO ] [sig       ] [2782/3605] Completed RNAZ in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-11T20:32:02.465553] [INFO ] [sig       ] [2783/3605] Forecasting RNG...
[2025-12-11T20:32:02.465599] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-11T20:32:02.465630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-11T20:32:02.478258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-11T20:32:02.478688] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-11T20:32:02.479666] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-11T20:32:02.479746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:02.479783] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:02.479812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:02.479871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:02.537388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:02.538294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:02.538378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:02.538412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:02.659617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:02.659783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:02.659822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:02.659850] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:02.663198] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-11T20:32:02.663477] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-11T20:32:02.663643] [INFO ] [sig       ] RNG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:02.814826] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RNG.txt
[2025-12-11T20:32:02.814994] [INFO ] [sig       ] [2783/3605] Completed RNG in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-11T20:32:02.815034] [INFO ] [sig       ] [2784/3605] Forecasting RNP...
[2025-12-11T20:32:02.815065] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-11T20:32:02.815094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-11T20:32:02.826795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-11T20:32:02.827181] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-11T20:32:02.828060] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-11T20:32:02.828114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:02.828175] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:02.828214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:02.828273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:02.888099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:02.888992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:02.889110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:02.889145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:03.004828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:03.004983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:03.005023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:03.005053] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:03.008453] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=39.35%)
[2025-12-11T20:32:03.008742] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-11T20:32:03.008867] [INFO ] [sig       ] RNP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:03.153996] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RNP.txt
[2025-12-11T20:32:03.154144] [INFO ] [sig       ] [2784/3605] Completed RNP in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-11T20:32:03.154182] [INFO ] [sig       ] [2785/3605] Forecasting ROAD...
[2025-12-11T20:32:03.154211] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-11T20:32:03.154241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-11T20:32:03.165058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-11T20:32:03.165329] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-11T20:32:03.166096] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-11T20:32:03.166146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:03.166177] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:03.166204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:03.166258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:03.222596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:03.223222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:03.223297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:03.223328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:03.345842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:03.345975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:03.346013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:03.346041] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:03.349363] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-11T20:32:03.349651] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-11T20:32:03.349773] [INFO ] [sig       ] ROAD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:03.493642] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ROAD.txt
[2025-12-11T20:32:03.493761] [INFO ] [sig       ] [2785/3605] Completed ROAD in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:03.493798] [INFO ] [sig       ] [2786/3605] Forecasting ROCK...
[2025-12-11T20:32:03.493826] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-11T20:32:03.493855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-11T20:32:03.504684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-11T20:32:03.504955] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-11T20:32:03.505729] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-11T20:32:03.505779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:03.505810] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:03.505836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:03.505892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:03.564752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:03.565466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:03.565547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:03.565597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:03.682827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:03.682948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:03.682983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:03.683010] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:03.686551] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=79.02%)
[2025-12-11T20:32:03.687012] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-11T20:32:03.687134] [INFO ] [sig       ] ROCK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:03.831435] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ROCK.txt
[2025-12-11T20:32:03.831556] [INFO ] [sig       ] [2786/3605] Completed ROCK in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:03.831611] [INFO ] [sig       ] [2787/3605] Forecasting ROE...
[2025-12-11T20:32:03.831641] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-11T20:32:03.831669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-11T20:32:03.842980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-11T20:32:03.843295] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-11T20:32:03.844077] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-11T20:32:03.844127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:03.844159] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:03.844185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:03.844240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:03.902042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:03.902706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:03.902785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:03.902818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:04.017103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:04.017253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:04.017292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:04.017319] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:04.020554] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-11T20:32:04.020827] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-11T20:32:04.020943] [INFO ] [sig       ] ROE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:04.163562] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ROE.txt
[2025-12-11T20:32:04.163715] [INFO ] [sig       ] [2787/3605] Completed ROE in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:04.163753] [INFO ] [sig       ] [2788/3605] Forecasting ROP...
[2025-12-11T20:32:04.163781] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-11T20:32:04.163810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-11T20:32:04.174522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-11T20:32:04.174803] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-11T20:32:04.175538] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-11T20:32:04.175609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:04.175643] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:04.175669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:04.175724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:04.232394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:04.233044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:04.233123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:04.233157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:04.348174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:04.348288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:04.348324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:04.348351] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:04.351488] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=52.45%)
[2025-12-11T20:32:04.351763] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-11T20:32:04.351883] [INFO ] [sig       ] ROP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:04.494595] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ROP.txt
[2025-12-11T20:32:04.494760] [INFO ] [sig       ] [2788/3605] Completed ROP in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:04.494798] [INFO ] [sig       ] [2789/3605] Forecasting RPAY...
[2025-12-11T20:32:04.494827] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-11T20:32:04.494864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-11T20:32:04.507122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-11T20:32:04.507401] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-11T20:32:04.508190] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-11T20:32:04.508240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:04.508270] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:04.508296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:04.508351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:04.565164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:04.565907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:04.566001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:04.566034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:04.682755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:04.682875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:04.682912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:04.682938] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:04.686357] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-11T20:32:04.686640] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-11T20:32:04.686761] [INFO ] [sig       ] RPAY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:04.824190] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RPAY.txt
[2025-12-11T20:32:04.824301] [INFO ] [sig       ] [2789/3605] Completed RPAY in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:04.824337] [INFO ] [sig       ] [2790/3605] Forecasting RPD...
[2025-12-11T20:32:04.824365] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-11T20:32:04.824394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-11T20:32:04.835350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-11T20:32:04.835638] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-11T20:32:04.836378] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-11T20:32:04.836427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:04.836458] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:04.836484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:04.836539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:04.894105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:04.894866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:04.894943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:04.894974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:05.015587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:05.015750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:05.015791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:05.015820] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:05.019347] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-12-11T20:32:05.019644] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-11T20:32:05.019773] [INFO ] [sig       ] RPD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:05.185389] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RPD.txt
[2025-12-11T20:32:05.185606] [INFO ] [sig       ] [2790/3605] Completed RPD in 0.4s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:05.185659] [INFO ] [sig       ] [2791/3605] Forecasting RPID...
[2025-12-11T20:32:05.185699] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-11T20:32:05.185739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-11T20:32:05.199510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-11T20:32:05.199931] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-11T20:32:05.200811] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-11T20:32:05.200878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:05.200940] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:05.200969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:05.201025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:05.259490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:05.260262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:05.260341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:05.260374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:05.383430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:05.383611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:05.383654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:05.383681] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:05.386943] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-11T20:32:05.387203] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-11T20:32:05.387319] [INFO ] [sig       ] RPID: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:05.529829] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RPID.txt
[2025-12-11T20:32:05.529978] [INFO ] [sig       ] [2791/3605] Completed RPID in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:05.530018] [INFO ] [sig       ] [2792/3605] Forecasting RPRX...
[2025-12-11T20:32:05.530046] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-11T20:32:05.530074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-11T20:32:05.541594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-11T20:32:05.541897] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-11T20:32:05.542675] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-11T20:32:05.542726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:05.542759] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:05.542787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:05.542843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:05.601588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:05.602356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:05.602448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:05.602489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:05.735893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:05.736049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:05.736090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:05.736118] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:05.739622] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-12-11T20:32:05.739894] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-11T20:32:05.740017] [INFO ] [sig       ] RPRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:05.882255] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RPRX.txt
[2025-12-11T20:32:05.882381] [INFO ] [sig       ] [2792/3605] Completed RPRX in 0.4s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:05.882421] [INFO ] [sig       ] [2793/3605] Forecasting RPTX...
[2025-12-11T20:32:05.882450] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-11T20:32:05.882479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-11T20:32:05.894383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-11T20:32:05.894674] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-11T20:32:05.895419] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-11T20:32:05.895470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:05.895502] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:05.895528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:05.895774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:05.955146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:05.956044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:05.956131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:05.956163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:06.073540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:06.073709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:06.073747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:06.073774] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:06.077079] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=49.17%)
[2025-12-11T20:32:06.077341] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-11T20:32:06.077458] [INFO ] [sig       ] RPTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:06.222546] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RPTX.txt
[2025-12-11T20:32:06.222727] [INFO ] [sig       ] [2793/3605] Completed RPTX in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:06.222769] [INFO ] [sig       ] [2794/3605] Forecasting RQI...
[2025-12-11T20:32:06.222798] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-11T20:32:06.222828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-11T20:32:06.235014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-11T20:32:06.235297] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-11T20:32:06.236077] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-11T20:32:06.236127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:06.236158] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:06.236183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:06.236237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:06.292600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:06.293199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:06.293276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:06.293307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:06.415424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:06.415596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:06.415640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:06.415701] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:06.420398] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2025-12-11T20:32:06.420738] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-11T20:32:06.420876] [INFO ] [sig       ] RQI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:06.570793] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RQI.txt
[2025-12-11T20:32:06.570952] [INFO ] [sig       ] [2794/3605] Completed RQI in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-11T20:32:06.570998] [INFO ] [sig       ] [2795/3605] Forecasting RRBI...
[2025-12-11T20:32:06.571027] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-11T20:32:06.571057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-11T20:32:06.585026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-11T20:32:06.585666] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-11T20:32:06.586774] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-11T20:32:06.586829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:06.586863] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:06.586890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:06.586946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:06.648281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:06.649488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:06.649606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:06.649642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:06.768668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:06.768940] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:32:06.768992] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:06.769023] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:06.773833] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-11T20:32:06.774275] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-11T20:32:06.774458] [INFO ] [sig       ] RRBI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:06.988756] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RRBI.txt
[2025-12-11T20:32:06.988986] [INFO ] [sig       ] [2795/3605] Completed RRBI in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-11T20:32:06.989050] [INFO ] [sig       ] [2796/3605] Forecasting RRC...
[2025-12-11T20:32:06.989098] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-11T20:32:06.989147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-11T20:32:07.003008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-11T20:32:07.004204] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-11T20:32:07.005503] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-11T20:32:07.005595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:07.005650] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:07.005697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:07.005788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:07.095633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:07.096909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:07.097044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:07.097099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:07.260938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:07.261131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:07.261183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:07.261222] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:07.266423] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=86.53%)
[2025-12-11T20:32:07.266985] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-11T20:32:07.267220] [INFO ] [sig       ] RRC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:07.433072] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RRC.txt
[2025-12-11T20:32:07.433282] [INFO ] [sig       ] [2796/3605] Completed RRC in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-11T20:32:07.433338] [INFO ] [sig       ] [2797/3605] Forecasting RRGB...
[2025-12-11T20:32:07.433382] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-11T20:32:07.433428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-11T20:32:07.446054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-11T20:32:07.446443] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-11T20:32:07.447305] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-11T20:32:07.447361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:07.447394] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:07.447423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:07.447481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:07.505474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:07.506383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:07.506476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:07.506521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:07.634301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:07.634482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:07.634528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:07.634557] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:07.638362] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-11T20:32:07.638721] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-11T20:32:07.638864] [INFO ] [sig       ] RRGB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:07.794879] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RRGB.txt
[2025-12-11T20:32:07.795032] [INFO ] [sig       ] [2797/3605] Completed RRGB in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-11T20:32:07.795074] [INFO ] [sig       ] [2798/3605] Forecasting RRX...
[2025-12-11T20:32:07.795103] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-11T20:32:07.795133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-11T20:32:07.807179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-11T20:32:07.807564] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-11T20:32:07.808463] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-11T20:32:07.808521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:07.808555] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:07.808607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:07.808671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:07.867030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:07.868026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:07.868150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:07.868184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:07.989220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:07.989375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:07.989432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:07.989462] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:07.992878] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-11T20:32:07.993163] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-11T20:32:07.993288] [INFO ] [sig       ] RRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:08.130018] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RRX.txt
[2025-12-11T20:32:08.130165] [INFO ] [sig       ] [2798/3605] Completed RRX in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-11T20:32:08.130204] [INFO ] [sig       ] [2799/3605] Forecasting RS...
[2025-12-11T20:32:08.130232] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-11T20:32:08.130260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-11T20:32:08.141815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-11T20:32:08.142154] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-11T20:32:08.142941] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-11T20:32:08.142993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:08.143025] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:08.143052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:08.143109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:08.199346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:08.200225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:08.200310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:08.200342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:08.321737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:08.321891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:08.321933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:08.321960] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:08.325310] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-11T20:32:08.325628] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-11T20:32:08.325756] [INFO ] [sig       ] RS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:08.464416] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RS.txt
[2025-12-11T20:32:08.464553] [INFO ] [sig       ] [2799/3605] Completed RS in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-11T20:32:08.464611] [INFO ] [sig       ] [2800/3605] Forecasting RSG...
[2025-12-11T20:32:08.464642] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-11T20:32:08.464671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-11T20:32:08.476289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-11T20:32:08.476685] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-11T20:32:08.477478] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-11T20:32:08.477529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:08.477560] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:08.477611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:08.477671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:08.534086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:08.534957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:08.535057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:08.535090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:08.659082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:08.659247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:08.659290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:08.659318] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:08.662811] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=27.48%)
[2025-12-11T20:32:08.663092] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-11T20:32:08.663213] [INFO ] [sig       ] RSG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:08.813918] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RSG.txt
[2025-12-11T20:32:08.814085] [INFO ] [sig       ] [2800/3605] Completed RSG in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-11T20:32:08.814150] [INFO ] [sig       ] [2801/3605] Forecasting RSI...
[2025-12-11T20:32:08.814183] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-11T20:32:08.814212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-11T20:32:08.826917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-11T20:32:08.827251] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-11T20:32:08.828059] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-11T20:32:08.828109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:08.828140] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:08.828166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:08.828220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:08.885270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:08.886307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:08.886386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:08.886452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:09.009931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:09.010086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:09.010128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:09.010157] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:09.013592] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-11T20:32:09.014054] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-11T20:32:09.014176] [INFO ] [sig       ] RSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:09.156052] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RSI.txt
[2025-12-11T20:32:09.156178] [INFO ] [sig       ] [2801/3605] Completed RSI in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-11T20:32:09.156216] [INFO ] [sig       ] [2802/3605] Forecasting RSKD...
[2025-12-11T20:32:09.156245] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-11T20:32:09.156275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-11T20:32:09.167646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-11T20:32:09.167924] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-11T20:32:09.168691] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-11T20:32:09.168740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:09.168781] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:09.168808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:09.168862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:09.225437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:09.226334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:09.226414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:09.226447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:09.339385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:09.339536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:09.339593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:09.339623] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:09.343087] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-12-11T20:32:09.343350] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-11T20:32:09.343465] [INFO ] [sig       ] RSKD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:09.487490] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RSKD.txt
[2025-12-11T20:32:09.487636] [INFO ] [sig       ] [2802/3605] Completed RSKD in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-11T20:32:09.487676] [INFO ] [sig       ] [2803/3605] Forecasting RSSS...
[2025-12-11T20:32:09.487703] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-11T20:32:09.487731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-11T20:32:09.498926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-11T20:32:09.499236] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-11T20:32:09.500004] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-11T20:32:09.500053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:09.500084] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:09.500110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:09.500165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:09.557518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:09.558167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:09.558243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:09.558275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:09.674345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:09.674501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:09.674542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:09.674587] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:09.677885] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=69.70%)
[2025-12-11T20:32:09.678155] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-11T20:32:09.678277] [INFO ] [sig       ] RSSS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:09.816350] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RSSS.txt
[2025-12-11T20:32:09.816502] [INFO ] [sig       ] [2803/3605] Completed RSSS in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:09.816546] [INFO ] [sig       ] [2804/3605] Forecasting RTO...
[2025-12-11T20:32:09.816593] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-11T20:32:09.816625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-11T20:32:09.827875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-11T20:32:09.828218] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-11T20:32:09.828998] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-11T20:32:09.829047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:09.829079] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:09.829106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:09.829161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:09.886064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:09.886925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:09.887004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:09.887036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:10.008428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:10.008612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:10.008655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:10.008683] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:10.011956] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=9.82%)
[2025-12-11T20:32:10.012216] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-11T20:32:10.012334] [INFO ] [sig       ] RTO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:10.148772] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RTO.txt
[2025-12-11T20:32:10.148924] [INFO ] [sig       ] [2804/3605] Completed RTO in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:10.148962] [INFO ] [sig       ] [2805/3605] Forecasting RUM...
[2025-12-11T20:32:10.148991] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-11T20:32:10.149021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-11T20:32:10.161201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-11T20:32:10.161548] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-11T20:32:10.162316] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-11T20:32:10.162365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:10.162396] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:10.162422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:10.162477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:10.221869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:10.222684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:10.222763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:10.222794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:10.340127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:10.340280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:10.340319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:10.340347] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:10.343597] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=59.85%)
[2025-12-11T20:32:10.343859] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-11T20:32:10.343976] [INFO ] [sig       ] RUM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:10.481640] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RUM.txt
[2025-12-11T20:32:10.481785] [INFO ] [sig       ] [2805/3605] Completed RUM in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:10.481823] [INFO ] [sig       ] [2806/3605] Forecasting RUN...
[2025-12-11T20:32:10.481852] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-11T20:32:10.481896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-11T20:32:10.492982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-11T20:32:10.493301] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-11T20:32:10.494059] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-11T20:32:10.494109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:10.494139] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:10.494168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:10.494223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:10.550485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:10.551296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:10.551375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:10.551406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:10.670418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:10.670584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:10.670627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:10.670657] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:10.674109] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-11T20:32:10.674384] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-11T20:32:10.674508] [INFO ] [sig       ] RUN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:10.819296] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RUN.txt
[2025-12-11T20:32:10.819501] [INFO ] [sig       ] [2806/3605] Completed RUN in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:10.819564] [INFO ] [sig       ] [2807/3605] Forecasting RUNN...
[2025-12-11T20:32:10.819646] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-11T20:32:10.819697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-11T20:32:10.834620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-11T20:32:10.835059] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-11T20:32:10.836099] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-11T20:32:10.836165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:10.836212] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:10.836251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:10.836333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:10.897669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:10.898551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:10.898657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:10.898690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:11.018553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:11.018738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:11.018778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:11.018806] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:11.022201] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-11T20:32:11.022481] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-11T20:32:11.022629] [INFO ] [sig       ] RUNN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:11.161883] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RUNN.txt
[2025-12-11T20:32:11.162029] [INFO ] [sig       ] [2807/3605] Completed RUNN in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:11.162067] [INFO ] [sig       ] [2808/3605] Forecasting RUSHA...
[2025-12-11T20:32:11.162096] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-11T20:32:11.162126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-11T20:32:11.173028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-11T20:32:11.173365] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-11T20:32:11.174123] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-11T20:32:11.174172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:11.174230] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:11.174258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:11.174312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:11.230719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:11.231541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:11.231641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:11.231674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:11.347474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:11.347652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:11.347692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:11.347719] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:11.351112] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-11T20:32:11.351398] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-11T20:32:11.351523] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:11.491201] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RUSHA.txt
[2025-12-11T20:32:11.491349] [INFO ] [sig       ] [2808/3605] Completed RUSHA in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:11.491389] [INFO ] [sig       ] [2809/3605] Forecasting RUSHB...
[2025-12-11T20:32:11.491418] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-11T20:32:11.491446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-11T20:32:11.502876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-11T20:32:11.503218] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-11T20:32:11.504000] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-11T20:32:11.504050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:11.504081] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:11.504107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:11.504161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:11.560560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:11.561390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:11.561478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:11.561516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:11.671540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:11.671706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:11.671746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:11.671789] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:11.675096] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-12-11T20:32:11.675361] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-11T20:32:11.675477] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:11.816737] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RUSHB.txt
[2025-12-11T20:32:11.816884] [INFO ] [sig       ] [2809/3605] Completed RUSHB in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:11.816923] [INFO ] [sig       ] [2810/3605] Forecasting RVMD...
[2025-12-11T20:32:11.816951] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-11T20:32:11.816979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-11T20:32:11.828488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-11T20:32:11.829047] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-11T20:32:11.829850] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-11T20:32:11.829902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:11.829935] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:11.829963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:11.830019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:11.888454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:11.889311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:11.889398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:11.889430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:12.010212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:12.010361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:12.010400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:12.010427] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:12.013787] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-12-11T20:32:12.014062] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-11T20:32:12.014185] [INFO ] [sig       ] RVMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:12.160427] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RVMD.txt
[2025-12-11T20:32:12.160619] [INFO ] [sig       ] [2810/3605] Completed RVMD in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:12.160677] [INFO ] [sig       ] [2811/3605] Forecasting RVSB...
[2025-12-11T20:32:12.160717] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-11T20:32:12.160752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-11T20:32:12.176748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-11T20:32:12.177270] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-11T20:32:12.178481] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-11T20:32:12.178552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:12.178626] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:12.178676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:12.178770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:12.238127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:12.239025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:12.239110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:12.239165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:12.358947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:12.359099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:12.359139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:12.359199] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:12.362649] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2025-12-11T20:32:12.362984] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-11T20:32:12.363127] [INFO ] [sig       ] RVSB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:12.514848] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RVSB.txt
[2025-12-11T20:32:12.514981] [INFO ] [sig       ] [2811/3605] Completed RVSB in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:12.515021] [INFO ] [sig       ] [2812/3605] Forecasting RVTY...
[2025-12-11T20:32:12.515049] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-11T20:32:12.515078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-11T20:32:12.527438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-11T20:32:12.527805] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-11T20:32:12.528667] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-11T20:32:12.528718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:12.528749] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:12.528775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:12.528830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:12.591272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:12.592182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:12.592266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:12.592300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:12.717762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:12.717944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:12.717986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:12.718013] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:12.721392] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-11T20:32:12.721699] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-11T20:32:12.721830] [INFO ] [sig       ] RVTY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:12.866660] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RVTY.txt
[2025-12-11T20:32:12.866803] [INFO ] [sig       ] [2812/3605] Completed RVTY in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-11T20:32:12.866844] [INFO ] [sig       ] [2813/3605] Forecasting RWAY...
[2025-12-11T20:32:12.866872] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-11T20:32:12.866901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-11T20:32:12.878808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-11T20:32:12.879102] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-11T20:32:12.879871] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-11T20:32:12.879920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:12.879951] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:12.879988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:12.880045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:12.936082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:12.936902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:12.936984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:12.937016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:13.058895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:13.059048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:13.059088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:13.059116] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:13.062430] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-11T20:32:13.062726] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-11T20:32:13.062847] [INFO ] [sig       ] RWAY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:13.199410] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RWAY.txt
[2025-12-11T20:32:13.199555] [INFO ] [sig       ] [2813/3605] Completed RWAY in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-11T20:32:13.199611] [INFO ] [sig       ] [2814/3605] Forecasting RXO...
[2025-12-11T20:32:13.199642] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-11T20:32:13.199672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-11T20:32:13.210977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-11T20:32:13.211311] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-11T20:32:13.212078] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-11T20:32:13.212128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:13.212159] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:13.212185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:13.212239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:13.267736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:13.268407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:13.268483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:13.268514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:13.384584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:13.384738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:13.384778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:13.384805] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:13.388096] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-11T20:32:13.388375] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-11T20:32:13.388495] [INFO ] [sig       ] RXO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:13.529333] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RXO.txt
[2025-12-11T20:32:13.529470] [INFO ] [sig       ] [2814/3605] Completed RXO in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-11T20:32:13.529509] [INFO ] [sig       ] [2815/3605] Forecasting RXRX...
[2025-12-11T20:32:13.529541] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-11T20:32:13.529594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-11T20:32:13.540990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-11T20:32:13.541295] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-11T20:32:13.542098] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-11T20:32:13.542148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:13.542179] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:13.542205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:13.542259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:13.598778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:13.599606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:13.599686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:13.599718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:13.733801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:13.733980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:13.734034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:13.734073] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:13.738400] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-12-11T20:32:13.738773] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-11T20:32:13.738915] [INFO ] [sig       ] RXRX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:13.879128] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RXRX.txt
[2025-12-11T20:32:13.879259] [INFO ] [sig       ] [2815/3605] Completed RXRX in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-11T20:32:13.879298] [INFO ] [sig       ] [2816/3605] Forecasting RY...
[2025-12-11T20:32:13.879326] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-11T20:32:13.879354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-11T20:32:13.890879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-11T20:32:13.891142] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-11T20:32:13.891910] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-11T20:32:13.891959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:13.891989] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:13.892022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:13.892075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:13.950069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:13.950742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:13.950819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:13.950852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:14.072015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:14.072153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:14.072191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:14.072218] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:14.075466] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-11T20:32:14.075743] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-11T20:32:14.075861] [INFO ] [sig       ] RY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:14.216275] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RY.txt
[2025-12-11T20:32:14.216398] [INFO ] [sig       ] [2816/3605] Completed RY in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-11T20:32:14.216441] [INFO ] [sig       ] [2817/3605] Forecasting RYAAY...
[2025-12-11T20:32:14.216470] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-11T20:32:14.216504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-11T20:32:14.229058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-11T20:32:14.229362] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-11T20:32:14.230164] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-11T20:32:14.230214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:14.230244] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:14.230269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:14.230323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:14.286481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:14.287359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:14.287466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:14.287499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:14.407360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:14.407523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:14.407562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:14.407606] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:14.410910] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-11T20:32:14.411170] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-11T20:32:14.411288] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:14.561630] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RYAAY.txt
[2025-12-11T20:32:14.561781] [INFO ] [sig       ] [2817/3605] Completed RYAAY in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-11T20:32:14.561822] [INFO ] [sig       ] [2818/3605] Forecasting RYAM...
[2025-12-11T20:32:14.561851] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-11T20:32:14.561883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-11T20:32:14.573459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-11T20:32:14.573750] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-11T20:32:14.574529] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-11T20:32:14.574609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:14.574644] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:14.574671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:14.574727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:14.631853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:14.632493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:14.632615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:14.632650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:14.767059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:14.767210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:14.767249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:14.767277] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:14.770621] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-11T20:32:14.770885] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-11T20:32:14.771002] [INFO ] [sig       ] RYAM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:14.909548] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RYAM.txt
[2025-12-11T20:32:14.909703] [INFO ] [sig       ] [2818/3605] Completed RYAM in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-11T20:32:14.909742] [INFO ] [sig       ] [2819/3605] Forecasting RYAN...
[2025-12-11T20:32:14.909770] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-11T20:32:14.909799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-11T20:32:14.922511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-11T20:32:14.922851] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-11T20:32:14.923629] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-11T20:32:14.923679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:14.923709] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:14.923735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:14.923788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:14.980349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:14.981126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:14.981205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:14.981236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:15.097393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:15.097549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:15.097606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:15.097635] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:15.100955] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-12-11T20:32:15.101218] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-11T20:32:15.101335] [INFO ] [sig       ] RYAN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:15.238938] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RYAN.txt
[2025-12-11T20:32:15.239072] [INFO ] [sig       ] [2819/3605] Completed RYAN in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-11T20:32:15.239109] [INFO ] [sig       ] [2820/3605] Forecasting RYI...
[2025-12-11T20:32:15.239137] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-11T20:32:15.239165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-11T20:32:15.252490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-11T20:32:15.252850] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-11T20:32:15.253631] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-11T20:32:15.253694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:15.253731] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:15.253759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:15.253813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:15.309994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:15.310679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:15.310755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:15.310786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:15.434145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:15.434299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:15.434342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:15.434372] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:15.437897] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=43.06%)
[2025-12-11T20:32:15.438183] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-11T20:32:15.438309] [INFO ] [sig       ] RYI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:15.584976] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RYI.txt
[2025-12-11T20:32:15.585112] [INFO ] [sig       ] [2820/3605] Completed RYI in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-11T20:32:15.585153] [INFO ] [sig       ] [2821/3605] Forecasting RYN...
[2025-12-11T20:32:15.585181] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-11T20:32:15.585210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-11T20:32:15.596720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-11T20:32:15.597017] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-11T20:32:15.597788] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-11T20:32:15.600962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:15.601023] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:15.601050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:15.601115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:15.656708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:15.657506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:15.657604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:15.657639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:15.769370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:15.769525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:15.769564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:15.769611] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:15.772886] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=79.28%)
[2025-12-11T20:32:15.773161] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-11T20:32:15.773277] [INFO ] [sig       ] RYN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:15.909609] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RYN.txt
[2025-12-11T20:32:15.909765] [INFO ] [sig       ] [2821/3605] Completed RYN in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-11T20:32:15.909805] [INFO ] [sig       ] [2822/3605] Forecasting RYTM...
[2025-12-11T20:32:15.909833] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-11T20:32:15.909863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-11T20:32:15.921015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-11T20:32:15.921302] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-11T20:32:15.922069] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-11T20:32:15.922119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:15.922149] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:15.922175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:15.922229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:15.977381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:15.978130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:15.978207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:15.978239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:16.098007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:16.098192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:16.098231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:16.098260] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:16.101540] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: UP (p=59.26%)
[2025-12-11T20:32:16.101831] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-11T20:32:16.101952] [INFO ] [sig       ] RYTM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:16.237471] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RYTM.txt
[2025-12-11T20:32:16.237626] [INFO ] [sig       ] [2822/3605] Completed RYTM in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-11T20:32:16.237667] [INFO ] [sig       ] [2823/3605] Forecasting RZB...
[2025-12-11T20:32:16.237695] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-11T20:32:16.237724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-11T20:32:16.250823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-11T20:32:16.251409] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-11T20:32:16.252375] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-11T20:32:16.252427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:16.252458] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:16.252486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:16.252541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:16.310832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:16.311602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:16.311684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:16.311716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:16.435989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:16.436150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:16.436197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:16.436225] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:16.439701] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-11T20:32:16.439977] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-11T20:32:16.440103] [INFO ] [sig       ] RZB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:16.577088] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/RZB.txt
[2025-12-11T20:32:16.577235] [INFO ] [sig       ] [2823/3605] Completed RZB in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-11T20:32:16.577273] [INFO ] [sig       ] [2824/3605] Forecasting RZC...
[2025-12-11T20:32:16.577303] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-11T20:32:16.577332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-11T20:32:16.588255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-11T20:32:16.588595] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-11T20:32:16.589339] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-11T20:32:16.589393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:16.589424] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:16.589450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:16.589504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:16.644471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:16.645261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:16.645338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:16.645369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:16.764668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:16.764826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:16.764866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:16.764896] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:16.768442] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2025-12-11T20:32:16.768768] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-11T20:32:16.768904] [INFO ] [sig       ] RZC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:16.930542] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/RZC.txt
[2025-12-11T20:32:16.930718] [INFO ] [sig       ] [2824/3605] Completed RZC in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-11T20:32:16.930758] [INFO ] [sig       ] [2825/3605] Forecasting S...
[2025-12-11T20:32:16.930787] [INFO ] [sig       ] Generating forecast for: S
[2025-12-11T20:32:16.930816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-11T20:32:16.942268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-11T20:32:16.942681] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-11T20:32:16.943490] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-11T20:32:16.943541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:16.943632] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:16.943674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:16.943754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:17.004287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:17.005163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:17.005244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:17.005276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:17.128012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:17.128127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:17.128164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:17.128192] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:17.131348] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-12-11T20:32:17.131629] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-11T20:32:17.131748] [INFO ] [sig       ] S: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:17.270159] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/S.txt
[2025-12-11T20:32:17.270301] [INFO ] [sig       ] [2825/3605] Completed S in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-11T20:32:17.270342] [INFO ] [sig       ] [2826/3605] Forecasting SA...
[2025-12-11T20:32:17.270370] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-11T20:32:17.270398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-11T20:32:17.281368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-11T20:32:17.281657] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-11T20:32:17.282404] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-11T20:32:17.282454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:17.282496] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:17.282523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:17.282600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:17.339832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:17.340438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:17.340512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:17.340543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:17.463039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:17.463178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:17.463218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:17.463245] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:17.466473] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-11T20:32:17.466752] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-11T20:32:17.466868] [INFO ] [sig       ] SA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:17.604921] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SA.txt
[2025-12-11T20:32:17.605037] [INFO ] [sig       ] [2826/3605] Completed SA in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-11T20:32:17.605074] [INFO ] [sig       ] [2827/3605] Forecasting SAFE...
[2025-12-11T20:32:17.605103] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-11T20:32:17.605131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-11T20:32:17.616445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-11T20:32:17.616833] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-11T20:32:17.617630] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-11T20:32:17.617686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:17.617718] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:17.617744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:17.617800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:17.674000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:17.674639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:17.674714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:17.674745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:17.792817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:17.792980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:17.793022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:17.793049] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:17.796508] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-11T20:32:17.796808] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-11T20:32:17.796935] [INFO ] [sig       ] SAFE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:17.938689] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SAFE.txt
[2025-12-11T20:32:17.938903] [INFO ] [sig       ] [2827/3605] Completed SAFE in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-11T20:32:17.938942] [INFO ] [sig       ] [2828/3605] Forecasting SAH...
[2025-12-11T20:32:17.938973] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-11T20:32:17.939004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-11T20:32:17.950186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-11T20:32:17.950494] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-11T20:32:17.951327] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-11T20:32:17.951380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:17.951412] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:17.951437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:17.951493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:18.008736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:18.009541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:18.009645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:18.009679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:18.133491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:18.133673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:18.133724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:18.133757] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:18.137724] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=75.09%)
[2025-12-11T20:32:18.138061] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-11T20:32:18.138196] [INFO ] [sig       ] SAH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:18.290236] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SAH.txt
[2025-12-11T20:32:18.290405] [INFO ] [sig       ] [2828/3605] Completed SAH in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-11T20:32:18.290448] [INFO ] [sig       ] [2829/3605] Forecasting SAIA...
[2025-12-11T20:32:18.290478] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-11T20:32:18.290510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-11T20:32:18.302610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-11T20:32:18.302946] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-11T20:32:18.303753] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-11T20:32:18.303806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:18.303840] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:18.303878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:18.303964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:18.372432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:18.373340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:18.373422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:18.373455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:18.497861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:18.498018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:18.498058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:18.498085] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:18.501376] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-12-11T20:32:18.501659] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-11T20:32:18.501779] [INFO ] [sig       ] SAIA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:18.638891] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SAIA.txt
[2025-12-11T20:32:18.639033] [INFO ] [sig       ] [2829/3605] Completed SAIA in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-11T20:32:18.639077] [INFO ] [sig       ] [2830/3605] Forecasting SAIC...
[2025-12-11T20:32:18.639108] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-11T20:32:18.639136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-11T20:32:18.650745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-11T20:32:18.651076] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-11T20:32:18.651853] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-11T20:32:18.651903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:18.651933] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:18.651959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:18.652013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:18.707080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:18.707878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:18.707956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:18.707986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:18.831544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:18.831706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:18.831745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:18.831771] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:18.835039] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=22.91%)
[2025-12-11T20:32:18.835306] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-11T20:32:18.835424] [INFO ] [sig       ] SAIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:18.978043] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SAIC.txt
[2025-12-11T20:32:18.978186] [INFO ] [sig       ] [2830/3605] Completed SAIC in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-11T20:32:18.978226] [INFO ] [sig       ] [2831/3605] Forecasting SAM...
[2025-12-11T20:32:18.978254] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-11T20:32:18.978283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-11T20:32:18.989824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-11T20:32:18.990127] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-11T20:32:18.990905] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-11T20:32:18.990954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:18.990984] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:18.991010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:18.991064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:19.049617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:19.050475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:19.050560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:19.050611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:19.168687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:19.168849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:19.168887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:19.168915] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:19.172212] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2025-12-11T20:32:19.172488] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-11T20:32:19.172625] [INFO ] [sig       ] SAM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:19.312063] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SAM.txt
[2025-12-11T20:32:19.312213] [INFO ] [sig       ] [2831/3605] Completed SAM in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-11T20:32:19.312273] [INFO ] [sig       ] [2832/3605] Forecasting SAMG...
[2025-12-11T20:32:19.312305] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-11T20:32:19.312335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-11T20:32:19.323788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-11T20:32:19.324139] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-11T20:32:19.324922] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-11T20:32:19.324972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:19.325003] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:19.325029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:19.325084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:19.381803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:19.382634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:19.382717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:19.382748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:19.498977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:19.499137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:19.499176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:19.499203] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:19.502515] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-12-11T20:32:19.502821] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-11T20:32:19.502951] [INFO ] [sig       ] SAMG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:19.639954] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SAMG.txt
[2025-12-11T20:32:19.640088] [INFO ] [sig       ] [2832/3605] Completed SAMG in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-11T20:32:19.640127] [INFO ] [sig       ] [2833/3605] Forecasting SAN...
[2025-12-11T20:32:19.640155] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-11T20:32:19.640184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-11T20:32:19.652134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-11T20:32:19.652457] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-11T20:32:19.653229] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-11T20:32:19.653279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:19.653311] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:19.653337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:19.653391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:19.709121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:19.709810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:19.709886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:19.709917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:19.834309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:19.834475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:19.834520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:19.834584] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:19.838008] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-11T20:32:19.838292] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-11T20:32:19.838409] [INFO ] [sig       ] SAN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:19.975878] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SAN.txt
[2025-12-11T20:32:19.976002] [INFO ] [sig       ] [2833/3605] Completed SAN in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-11T20:32:19.976039] [INFO ] [sig       ] [2834/3605] Forecasting SANA...
[2025-12-11T20:32:19.976067] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-11T20:32:19.976096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-11T20:32:19.989361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-11T20:32:19.989854] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-11T20:32:19.990861] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-11T20:32:19.990920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:19.990954] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:19.990979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:19.991035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:20.051286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:20.052255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:20.052344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:20.052376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:20.178221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:20.178377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:20.178421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:20.178448] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:20.182054] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-12-11T20:32:20.182335] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-11T20:32:20.182474] [INFO ] [sig       ] SANA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:20.329320] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SANA.txt
[2025-12-11T20:32:20.329474] [INFO ] [sig       ] [2834/3605] Completed SANA in 0.4s | 2.94 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-11T20:32:20.329512] [INFO ] [sig       ] [2835/3605] Forecasting SANM...
[2025-12-11T20:32:20.329543] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-11T20:32:20.329590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-11T20:32:20.341422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-11T20:32:20.341797] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-11T20:32:20.342608] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-11T20:32:20.342660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:20.342694] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:20.342725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:20.342783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:20.403160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:20.404049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:20.404187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:20.404245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:20.526836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:20.526992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:20.527032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:20.527060] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:20.530340] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-11T20:32:20.530623] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-11T20:32:20.530748] [INFO ] [sig       ] SANM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:20.668969] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SANM.txt
[2025-12-11T20:32:20.669096] [INFO ] [sig       ] [2835/3605] Completed SANM in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-11T20:32:20.669133] [INFO ] [sig       ] [2836/3605] Forecasting SAP...
[2025-12-11T20:32:20.669162] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-11T20:32:20.669191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-11T20:32:20.680183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-11T20:32:20.680481] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-11T20:32:20.681292] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-11T20:32:20.681344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:20.681376] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:20.681404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:20.681462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:20.739405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:20.740029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:20.740106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:20.740138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:20.864038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:20.864226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:20.864272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:20.864305] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:20.868474] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-11T20:32:20.868787] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-11T20:32:20.868940] [INFO ] [sig       ] SAP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:21.026557] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SAP.txt
[2025-12-11T20:32:21.026729] [INFO ] [sig       ] [2836/3605] Completed SAP in 0.4s | 2.94 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-11T20:32:21.026768] [INFO ] [sig       ] [2837/3605] Forecasting SARK...
[2025-12-11T20:32:21.026797] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-11T20:32:21.026826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-11T20:32:21.166971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-11T20:32:21.167308] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-11T20:32:21.168147] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-11T20:32:21.168200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:21.168232] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:21.168270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:21.168328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:21.224940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:21.225785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:21.225864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:21.225895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:21.343645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:21.343786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:21.343824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:21.343851] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:21.347093] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-12-11T20:32:21.347351] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-11T20:32:21.347469] [INFO ] [sig       ] SARK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:21.489744] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SARK.txt
[2025-12-11T20:32:21.489901] [INFO ] [sig       ] [2837/3605] Completed SARK in 0.5s | 2.94 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-11T20:32:21.489939] [INFO ] [sig       ] [2838/3605] Forecasting SATL...
[2025-12-11T20:32:21.489969] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-11T20:32:21.489999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-11T20:32:21.501547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-11T20:32:21.501904] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-11T20:32:21.502737] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-11T20:32:21.502790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:21.502822] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:21.502849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:21.502905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:21.560461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:21.561130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:21.561206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:21.561238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:21.681076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:21.681220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:21.681260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:21.681288] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:21.684723] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-11T20:32:21.684993] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-11T20:32:21.685111] [INFO ] [sig       ] SATL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:21.825283] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SATL.txt
[2025-12-11T20:32:21.825461] [INFO ] [sig       ] [2838/3605] Completed SATL in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-11T20:32:21.825513] [INFO ] [sig       ] [2839/3605] Forecasting SATS...
[2025-12-11T20:32:21.825553] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-11T20:32:21.825620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-11T20:32:21.836884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-11T20:32:21.837161] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-11T20:32:21.837964] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-11T20:32:21.838014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:21.838044] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:21.838069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:21.838123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:21.894364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:21.894983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:21.895059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:21.895090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:22.017685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:22.017855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:22.017898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:22.017924] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:22.021181] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-11T20:32:22.021441] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-11T20:32:22.021562] [INFO ] [sig       ] SATS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:22.160737] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SATS.txt
[2025-12-11T20:32:22.160891] [INFO ] [sig       ] [2839/3605] Completed SATS in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-11T20:32:22.160929] [INFO ] [sig       ] [2840/3605] Forecasting SAVA...
[2025-12-11T20:32:22.160959] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-11T20:32:22.160988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-11T20:32:22.172464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-11T20:32:22.172863] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-11T20:32:22.173655] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-11T20:32:22.173706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:22.173737] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:22.173767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:22.173824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:22.229901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:22.230726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:22.230803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:22.230834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:22.345635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:22.345781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:22.345819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:22.345845] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:22.349083] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-12-11T20:32:22.349342] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-11T20:32:22.349459] [INFO ] [sig       ] SAVA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:22.486542] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SAVA.txt
[2025-12-11T20:32:22.486684] [INFO ] [sig       ] [2840/3605] Completed SAVA in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-11T20:32:22.486721] [INFO ] [sig       ] [2841/3605] Forecasting SB...
[2025-12-11T20:32:22.486750] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-11T20:32:22.486785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-11T20:32:22.497961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-11T20:32:22.498259] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-11T20:32:22.499045] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-11T20:32:22.499096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:22.499130] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:22.499157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:22.499214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:22.555349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:22.555975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:22.556050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:22.556080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:22.671046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:22.671195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:22.671234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:22.671263] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:22.674526] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=46.76%)
[2025-12-11T20:32:22.674811] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-11T20:32:22.674929] [INFO ] [sig       ] SB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:22.816193] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SB.txt
[2025-12-11T20:32:22.816341] [INFO ] [sig       ] [2841/3605] Completed SB in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-11T20:32:22.816379] [INFO ] [sig       ] [2842/3605] Forecasting SBAC...
[2025-12-11T20:32:22.816406] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-11T20:32:22.816436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-11T20:32:22.828225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-11T20:32:22.828625] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-11T20:32:22.829425] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-11T20:32:22.829475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:22.829541] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:22.829597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:22.829681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:22.887922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:22.888878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:22.888966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:22.889000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:23.013314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:23.013473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:23.013514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:23.013542] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:23.017013] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=70.85%)
[2025-12-11T20:32:23.017290] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-11T20:32:23.017416] [INFO ] [sig       ] SBAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:23.155266] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SBAC.txt
[2025-12-11T20:32:23.155395] [INFO ] [sig       ] [2842/3605] Completed SBAC in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-11T20:32:23.155433] [INFO ] [sig       ] [2843/3605] Forecasting SBCF...
[2025-12-11T20:32:23.155462] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-11T20:32:23.155490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-11T20:32:23.166800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-11T20:32:23.167072] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-11T20:32:23.167873] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-11T20:32:23.167924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:23.167955] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:23.167980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:23.168034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:23.224227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:23.224884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:23.224959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:23.224991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:23.343685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:23.343829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:23.343868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:23.343897] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:23.347276] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2025-12-11T20:32:23.347551] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-11T20:32:23.347695] [INFO ] [sig       ] SBCF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:23.490376] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SBCF.txt
[2025-12-11T20:32:23.490517] [INFO ] [sig       ] [2843/3605] Completed SBCF in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-11T20:32:23.490554] [INFO ] [sig       ] [2844/3605] Forecasting SBFM...
[2025-12-11T20:32:23.490608] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-11T20:32:23.490639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-11T20:32:23.502156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-11T20:32:23.502428] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-11T20:32:23.503194] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-11T20:32:23.503244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:23.503276] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:23.503302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:23.503356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:23.561976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:23.562668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:23.562749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:23.562782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:23.696729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:23.696892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:23.696936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:23.696963] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:23.700388] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-11T20:32:23.700759] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-11T20:32:23.700951] [INFO ] [sig       ] SBFM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:23.848015] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SBFM.txt
[2025-12-11T20:32:23.848364] [INFO ] [sig       ] [2844/3605] Completed SBFM in 0.4s | 2.94 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-11T20:32:23.848403] [INFO ] [sig       ] [2845/3605] Forecasting SBGI...
[2025-12-11T20:32:23.848432] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-11T20:32:23.848461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-11T20:32:23.861276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-11T20:32:23.861654] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-11T20:32:23.862683] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-11T20:32:23.862736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:23.862775] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:23.862806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:23.862874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:23.922952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:23.924042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:23.924125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:23.924157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:24.042822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:24.042991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:24.043031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:24.043093] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:24.046565] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=89.75%)
[2025-12-11T20:32:24.046868] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-11T20:32:24.046998] [INFO ] [sig       ] SBGI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:24.187029] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SBGI.txt
[2025-12-11T20:32:24.187170] [INFO ] [sig       ] [2845/3605] Completed SBGI in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-11T20:32:24.187209] [INFO ] [sig       ] [2846/3605] Forecasting SBH...
[2025-12-11T20:32:24.187238] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-11T20:32:24.187267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-11T20:32:24.202771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-11T20:32:24.203123] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-11T20:32:24.203916] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-11T20:32:24.203967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:24.203999] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:24.204025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:24.204079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:24.265605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:24.266738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:24.266822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:24.266855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:24.390775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:24.390925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:24.390966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:24.390994] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:24.394643] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-11T20:32:24.394998] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-11T20:32:24.395142] [INFO ] [sig       ] SBH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:24.546628] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SBH.txt
[2025-12-11T20:32:24.546786] [INFO ] [sig       ] [2846/3605] Completed SBH in 0.4s | 2.94 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-11T20:32:24.546834] [INFO ] [sig       ] [2847/3605] Forecasting SBI...
[2025-12-11T20:32:24.546869] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-11T20:32:24.546904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-11T20:32:24.558943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-11T20:32:24.559303] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-11T20:32:24.560184] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-11T20:32:24.560236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:24.560268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:24.560295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:24.560354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:24.621595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:24.622400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:24.622484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:24.622522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:24.745273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:24.745421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:24.745461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:24.745490] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:24.748794] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-12-11T20:32:24.749071] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-11T20:32:24.749194] [INFO ] [sig       ] SBI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:24.888374] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SBI.txt
[2025-12-11T20:32:24.888533] [INFO ] [sig       ] [2847/3605] Completed SBI in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-11T20:32:24.888588] [INFO ] [sig       ] [2848/3605] Forecasting SBLK...
[2025-12-11T20:32:24.888622] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-11T20:32:24.888664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-11T20:32:24.900592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-11T20:32:24.900916] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-11T20:32:24.901944] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-11T20:32:24.901997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:24.902029] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:24.902055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:24.902123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:24.966166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:24.967144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:24.967230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:24.967262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:25.086711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:25.086867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:25.086907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:25.086936] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:25.090603] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-11T20:32:25.090900] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-11T20:32:25.091029] [INFO ] [sig       ] SBLK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:25.232201] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SBLK.txt
[2025-12-11T20:32:25.232342] [INFO ] [sig       ] [2848/3605] Completed SBLK in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-11T20:32:25.232380] [INFO ] [sig       ] [2849/3605] Forecasting SBRA...
[2025-12-11T20:32:25.232408] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-11T20:32:25.232438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-11T20:32:25.244481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-11T20:32:25.244846] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-11T20:32:25.245658] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-11T20:32:25.245710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:25.245744] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:25.245771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:25.245827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:25.303827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:25.304672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:25.304757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:25.304791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:25.422519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:25.422687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:25.422727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:25.422755] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:25.426121] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=35.32%)
[2025-12-11T20:32:25.426415] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-11T20:32:25.426562] [INFO ] [sig       ] SBRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:25.568529] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SBRA.txt
[2025-12-11T20:32:25.568680] [INFO ] [sig       ] [2849/3605] Completed SBRA in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-11T20:32:25.568718] [INFO ] [sig       ] [2850/3605] Forecasting SBS...
[2025-12-11T20:32:25.568747] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-11T20:32:25.568776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-11T20:32:25.580056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-11T20:32:25.580329] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-11T20:32:25.581118] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-11T20:32:25.581193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:25.581232] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:25.581270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:25.581331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:25.640785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:25.641527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:25.641626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:25.641661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:25.777318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:25.777490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:25.777543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:25.777590] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:25.781232] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-11T20:32:25.781519] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-11T20:32:25.781672] [INFO ] [sig       ] SBS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:25.918701] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SBS.txt
[2025-12-11T20:32:25.918822] [INFO ] [sig       ] [2850/3605] Completed SBS in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-11T20:32:25.918859] [INFO ] [sig       ] [2851/3605] Forecasting SBSI...
[2025-12-11T20:32:25.918887] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-11T20:32:25.918916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-11T20:32:25.930066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-11T20:32:25.930335] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-11T20:32:25.931095] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-11T20:32:25.931146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:25.931176] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:25.931201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:25.931255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:25.989171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:25.989913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:25.989995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:25.990028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:26.106917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:26.107067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:26.107107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:26.107137] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:26.110722] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2025-12-11T20:32:26.111000] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-11T20:32:26.111121] [INFO ] [sig       ] SBSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:26.249742] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SBSI.txt
[2025-12-11T20:32:26.249868] [INFO ] [sig       ] [2851/3605] Completed SBSI in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-11T20:32:26.249904] [INFO ] [sig       ] [2852/3605] Forecasting SBUX...
[2025-12-11T20:32:26.249932] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-11T20:32:26.249961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-11T20:32:26.262729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-11T20:32:26.263106] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-11T20:32:26.263943] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-11T20:32:26.264001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:26.264033] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:26.264060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:26.264114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:26.324193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:26.325050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:26.325158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:26.325190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:26.446387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:26.446551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:26.446608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:26.446638] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:26.449970] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-11T20:32:26.450246] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-11T20:32:26.450367] [INFO ] [sig       ] SBUX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:26.591720] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SBUX.txt
[2025-12-11T20:32:26.591869] [INFO ] [sig       ] [2852/3605] Completed SBUX in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-11T20:32:26.591908] [INFO ] [sig       ] [2853/3605] Forecasting SCD...
[2025-12-11T20:32:26.591938] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-11T20:32:26.591968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-11T20:32:26.603381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-11T20:32:26.603708] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-11T20:32:26.604446] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-11T20:32:26.604495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:26.604527] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:26.604553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:26.604629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:26.660483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:26.661340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:26.661419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:26.661451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:26.779371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:26.779528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:26.779590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:26.779622] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:26.782976] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-11T20:32:26.783251] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-11T20:32:26.783374] [INFO ] [sig       ] SCD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:26.932355] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SCD.txt
[2025-12-11T20:32:26.932507] [INFO ] [sig       ] [2853/3605] Completed SCD in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-11T20:32:26.932554] [INFO ] [sig       ] [2854/3605] Forecasting SCHL...
[2025-12-11T20:32:26.932611] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-11T20:32:26.932642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-11T20:32:26.945123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-11T20:32:26.945471] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-11T20:32:26.946298] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-11T20:32:26.946350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:26.946382] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:26.946408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:26.946465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:27.007100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:27.008052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:27.008135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:27.008168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:27.134394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:27.134549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:27.134606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:27.134636] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:27.138088] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-11T20:32:27.138373] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-11T20:32:27.138532] [INFO ] [sig       ] SCHL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:27.286145] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SCHL.txt
[2025-12-11T20:32:27.286281] [INFO ] [sig       ] [2854/3605] Completed SCHL in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-11T20:32:27.286320] [INFO ] [sig       ] [2855/3605] Forecasting SCI...
[2025-12-11T20:32:27.286349] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-11T20:32:27.286379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-11T20:32:27.297304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-11T20:32:27.297656] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-11T20:32:27.298463] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-11T20:32:27.298514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:27.298545] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:27.298570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:27.298649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:27.354304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:27.354960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:27.355033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:27.355064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:27.470153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:27.470313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:27.470350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:27.470379] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:27.473886] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-11T20:32:27.474180] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-11T20:32:27.474308] [INFO ] [sig       ] SCI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:27.611500] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SCI.txt
[2025-12-11T20:32:27.611671] [INFO ] [sig       ] [2855/3605] Completed SCI in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-11T20:32:27.611711] [INFO ] [sig       ] [2856/3605] Forecasting SCL...
[2025-12-11T20:32:27.611739] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-11T20:32:27.611767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-11T20:32:27.623441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-11T20:32:27.623785] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-11T20:32:27.624549] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-11T20:32:27.624617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:27.624649] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:27.624674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:27.624728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:27.681398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:27.682006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:27.682272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:27.682303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:27.804705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:27.804870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:27.804920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:27.804949] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:27.808355] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-11T20:32:27.808650] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-11T20:32:27.808772] [INFO ] [sig       ] SCL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:27.950334] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SCL.txt
[2025-12-11T20:32:27.950459] [INFO ] [sig       ] [2856/3605] Completed SCL in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-11T20:32:27.950496] [INFO ] [sig       ] [2857/3605] Forecasting SCLX...
[2025-12-11T20:32:27.950525] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-11T20:32:27.950553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-11T20:32:27.962792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-11T20:32:27.963082] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-11T20:32:27.963881] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-11T20:32:27.963933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:27.963964] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:27.963989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:27.964044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:28.026437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:28.027226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:28.027308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:28.027340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:28.150489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:28.150654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:28.150711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:28.150741] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:28.154904] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-11T20:32:28.155373] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-11T20:32:28.155496] [INFO ] [sig       ] SCLX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:28.294354] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SCLX.txt
[2025-12-11T20:32:28.294477] [INFO ] [sig       ] [2857/3605] Completed SCLX in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-11T20:32:28.294515] [INFO ] [sig       ] [2858/3605] Forecasting SCM...
[2025-12-11T20:32:28.294543] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-11T20:32:28.294587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-11T20:32:28.308346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-11T20:32:28.308742] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-11T20:32:28.309695] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-11T20:32:28.309747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:28.309780] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:28.309807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:28.309865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:28.370618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:28.371636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:28.371718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:28.371751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:28.494565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:28.494765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:28.494837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:28.494870] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:28.498811] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=19.98%)
[2025-12-11T20:32:28.499101] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-11T20:32:28.499227] [INFO ] [sig       ] SCM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:28.642406] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SCM.txt
[2025-12-11T20:32:28.642555] [INFO ] [sig       ] [2858/3605] Completed SCM in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-11T20:32:28.642617] [INFO ] [sig       ] [2859/3605] Forecasting SCSC...
[2025-12-11T20:32:28.642647] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-11T20:32:28.642675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-11T20:32:28.656670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-11T20:32:28.657059] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-11T20:32:28.657952] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-11T20:32:28.658004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:28.658065] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:28.658278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:28.658335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:28.718750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:28.719480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:28.719561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:28.719640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:28.840207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:28.840354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:28.840393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:28.840420] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:28.843665] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-12-11T20:32:28.843929] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-11T20:32:28.844045] [INFO ] [sig       ] SCSC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:28.982557] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SCSC.txt
[2025-12-11T20:32:28.982708] [INFO ] [sig       ] [2859/3605] Completed SCSC in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-11T20:32:28.982747] [INFO ] [sig       ] [2860/3605] Forecasting SCVL...
[2025-12-11T20:32:28.982777] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-11T20:32:28.982805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-11T20:32:28.994807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-11T20:32:28.995116] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-11T20:32:28.996008] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-11T20:32:28.996072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:28.996107] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:28.996132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:28.996189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:29.054843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:29.055677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:29.055759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:29.055793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:29.177036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:29.177184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:29.177224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:29.177252] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:29.180610] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=26.04%)
[2025-12-11T20:32:29.180886] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-11T20:32:29.181015] [INFO ] [sig       ] SCVL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:29.323551] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SCVL.txt
[2025-12-11T20:32:29.323697] [INFO ] [sig       ] [2860/3605] Completed SCVL in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-11T20:32:29.323736] [INFO ] [sig       ] [2861/3605] Forecasting SCZ...
[2025-12-11T20:32:29.323763] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-11T20:32:29.323792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-11T20:32:29.335315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-11T20:32:29.335617] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-11T20:32:29.336359] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-11T20:32:29.336409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:29.336453] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:29.336479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:29.336534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:29.393230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:29.393932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:29.394008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:29.394040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:29.515061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:29.515213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:29.515253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:29.515280] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:29.518907] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-12-11T20:32:29.519183] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-11T20:32:29.519305] [INFO ] [sig       ] SCZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:29.679329] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SCZ.txt
[2025-12-11T20:32:29.679483] [INFO ] [sig       ] [2861/3605] Completed SCZ in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-11T20:32:29.679524] [INFO ] [sig       ] [2862/3605] Forecasting SD...
[2025-12-11T20:32:29.679552] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-11T20:32:29.679601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-11T20:32:29.693700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-11T20:32:29.694056] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-11T20:32:29.694924] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-11T20:32:29.694990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:29.695036] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:29.695076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:29.695151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:29.755243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:29.756105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:29.756188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:29.756220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:29.882768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:29.882931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:29.882974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:29.883043] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:29.887044] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2025-12-11T20:32:29.887324] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-11T20:32:29.887447] [INFO ] [sig       ] SD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:30.044253] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SD.txt
[2025-12-11T20:32:30.044416] [INFO ] [sig       ] [2862/3605] Completed SD in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-11T20:32:30.044456] [INFO ] [sig       ] [2863/3605] Forecasting SDA...
[2025-12-11T20:32:30.044485] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-11T20:32:30.044514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-11T20:32:30.056344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-11T20:32:30.056779] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-11T20:32:30.057610] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-11T20:32:30.057661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:30.057692] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:30.057717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:30.057771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:30.117830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:30.118947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:30.119029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:30.119064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:30.252527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:30.252688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:30.252733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:30.252761] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:30.256006] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-11T20:32:30.256273] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-11T20:32:30.256389] [INFO ] [sig       ] SDA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:30.407558] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SDA.txt
[2025-12-11T20:32:30.407736] [INFO ] [sig       ] [2863/3605] Completed SDA in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-11T20:32:30.407773] [INFO ] [sig       ] [2864/3605] Forecasting SDHY...
[2025-12-11T20:32:30.407802] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-11T20:32:30.407829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-11T20:32:30.418904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-11T20:32:30.419182] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-11T20:32:30.419943] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-11T20:32:30.419994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:30.420026] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:30.420052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:30.420107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:30.477667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:30.478475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:30.478551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:30.478599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:30.598134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:30.598481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:30.598519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:30.598547] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:30.602086] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-11T20:32:30.602384] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-11T20:32:30.602507] [INFO ] [sig       ] SDHY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:30.745868] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SDHY.txt
[2025-12-11T20:32:30.746010] [INFO ] [sig       ] [2864/3605] Completed SDHY in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-11T20:32:30.746049] [INFO ] [sig       ] [2865/3605] Forecasting SDRL...
[2025-12-11T20:32:30.746084] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-11T20:32:30.746115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-11T20:32:30.757360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-11T20:32:30.757635] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-11T20:32:30.758621] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-11T20:32:30.758671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:30.758700] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:30.758725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:30.758779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:30.820870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:30.821866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:30.821959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:30.821993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:30.938365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:30.938508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:30.938547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:30.938590] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:30.941941] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-12-11T20:32:30.942216] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-11T20:32:30.942338] [INFO ] [sig       ] SDRL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:31.078919] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SDRL.txt
[2025-12-11T20:32:31.079049] [INFO ] [sig       ] [2865/3605] Completed SDRL in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-11T20:32:31.079086] [INFO ] [sig       ] [2866/3605] Forecasting SDVY...
[2025-12-11T20:32:31.079114] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-11T20:32:31.079142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-11T20:32:31.091739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-11T20:32:31.092013] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-11T20:32:31.092994] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-11T20:32:31.093044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:31.093075] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:31.093101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:31.093155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:31.150828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:31.151533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:31.151634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:31.151669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:31.281671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:31.281831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:31.281873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:31.281910] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:31.286061] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-11T20:32:31.286367] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-11T20:32:31.286500] [INFO ] [sig       ] SDVY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:31.430434] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SDVY.txt
[2025-12-11T20:32:31.430606] [INFO ] [sig       ] [2866/3605] Completed SDVY in 0.4s | 2.94 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-11T20:32:31.430665] [INFO ] [sig       ] [2867/3605] Forecasting SE...
[2025-12-11T20:32:31.430709] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-11T20:32:31.430742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-11T20:32:31.443870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-11T20:32:31.444200] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-11T20:32:31.444999] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-11T20:32:31.445058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:31.445089] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:31.445115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:31.445170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:31.502618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:31.503457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:31.503534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:31.503564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:31.625692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:31.625841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:31.625879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:31.625906] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:31.629229] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=32.32%)
[2025-12-11T20:32:31.629501] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-11T20:32:31.629636] [INFO ] [sig       ] SE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:31.769449] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SE.txt
[2025-12-11T20:32:31.769593] [INFO ] [sig       ] [2867/3605] Completed SE in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-11T20:32:31.769632] [INFO ] [sig       ] [2868/3605] Forecasting SEDG...
[2025-12-11T20:32:31.769662] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-11T20:32:31.769691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-11T20:32:31.782670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-11T20:32:31.783023] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-11T20:32:31.783910] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-11T20:32:31.783966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:31.783999] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:31.784025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:31.784082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:31.846992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:31.848283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:31.848364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:31.848396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:31.971017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:31.971187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:31.971234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:31.971288] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:31.974937] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-12-11T20:32:31.975231] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-11T20:32:31.975360] [INFO ] [sig       ] SEDG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:32.117224] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SEDG.txt
[2025-12-11T20:32:32.117388] [INFO ] [sig       ] [2868/3605] Completed SEDG in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-11T20:32:32.117429] [INFO ] [sig       ] [2869/3605] Forecasting SEE...
[2025-12-11T20:32:32.117457] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-11T20:32:32.117485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-11T20:32:32.128892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-11T20:32:32.129196] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-11T20:32:32.130041] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-11T20:32:32.130094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:32.130126] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:32.130154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:32.130211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:32.189274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:32.190013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:32.190121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:32.190157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:32.313100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:32.313254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:32.313295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:32.313326] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:32.316753] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=62.50%)
[2025-12-11T20:32:32.317021] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-11T20:32:32.317142] [INFO ] [sig       ] SEE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:32.456092] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SEE.txt
[2025-12-11T20:32:32.456247] [INFO ] [sig       ] [2869/3605] Completed SEE in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-11T20:32:32.456290] [INFO ] [sig       ] [2870/3605] Forecasting SEIC...
[2025-12-11T20:32:32.456318] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-11T20:32:32.456347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-11T20:32:32.467559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-11T20:32:32.467927] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-11T20:32:32.468745] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-11T20:32:32.468797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:32.468829] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:32.468856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:32.468911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:32.528035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:32.528902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:32.528983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:32.529033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:32.648437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:32.648625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:32.648668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:32.648696] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:32.651960] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-12-11T20:32:32.652221] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-11T20:32:32.652339] [INFO ] [sig       ] SEIC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:32.796989] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SEIC.txt
[2025-12-11T20:32:32.797137] [INFO ] [sig       ] [2870/3605] Completed SEIC in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-11T20:32:32.797175] [INFO ] [sig       ] [2871/3605] Forecasting SELF...
[2025-12-11T20:32:32.797205] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-11T20:32:32.797234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-11T20:32:32.808518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-11T20:32:32.808866] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-11T20:32:32.809682] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-11T20:32:32.809733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:32.809764] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:32.809790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:32.809844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:32.866445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:32.867319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:32.867399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:32.867431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:32.976017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:32.976170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:32.976210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:32.976239] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:32.979673] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=48.78%)
[2025-12-11T20:32:32.979947] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-11T20:32:32.980080] [INFO ] [sig       ] SELF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:33.118660] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SELF.txt
[2025-12-11T20:32:33.118813] [INFO ] [sig       ] [2871/3605] Completed SELF in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-11T20:32:33.118854] [INFO ] [sig       ] [2872/3605] Forecasting SEM...
[2025-12-11T20:32:33.118886] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-11T20:32:33.118917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-11T20:32:33.130613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-11T20:32:33.130976] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-11T20:32:33.131794] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-11T20:32:33.131846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:33.131878] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:33.131917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:33.131973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:33.189079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:33.189997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:33.190080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:33.190112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:33.309507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:33.309674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:33.309717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:33.309746] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:33.313008] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-11T20:32:33.313273] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-11T20:32:33.313395] [INFO ] [sig       ] SEM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:33.451106] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SEM.txt
[2025-12-11T20:32:33.451338] [INFO ] [sig       ] [2872/3605] Completed SEM in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-11T20:32:33.451395] [INFO ] [sig       ] [2873/3605] Forecasting SENEA...
[2025-12-11T20:32:33.451437] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-11T20:32:33.451478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-11T20:32:33.463119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-11T20:32:33.463532] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-11T20:32:33.464434] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-11T20:32:33.464486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:33.464518] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:33.464544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:33.464622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:33.521648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:33.522511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:33.522623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:33.522661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:33.642720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:33.642876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:33.642916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:33.642943] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:33.646391] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-11T20:32:33.646730] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-11T20:32:33.646886] [INFO ] [sig       ] SENEA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:33.786187] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SENEA.txt
[2025-12-11T20:32:33.786327] [INFO ] [sig       ] [2873/3605] Completed SENEA in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-11T20:32:33.786365] [INFO ] [sig       ] [2874/3605] Forecasting SENS...
[2025-12-11T20:32:33.786394] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-11T20:32:33.786424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-11T20:32:33.809641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-11T20:32:33.809986] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-11T20:32:33.810789] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-11T20:32:33.810841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:33.810872] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:33.810898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:33.810953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:33.866500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:33.867337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:33.867415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:33.867447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:33.987240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:33.987389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:33.987428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:33.987455] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:33.990900] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-12-11T20:32:33.991180] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-11T20:32:33.991305] [INFO ] [sig       ] SENS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:34.128274] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SENS.txt
[2025-12-11T20:32:34.128418] [INFO ] [sig       ] [2874/3605] Completed SENS in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-11T20:32:34.128456] [INFO ] [sig       ] [2875/3605] Forecasting SERA...
[2025-12-11T20:32:34.128485] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-11T20:32:34.128513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-11T20:32:34.139452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-11T20:32:34.139772] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-11T20:32:34.140524] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-11T20:32:34.140595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:34.140629] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:34.140655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:34.140708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:34.195996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:34.196853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:34.196934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:34.196965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:34.318855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:34.319005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:34.319047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:34.319078] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:34.322404] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-11T20:32:34.322692] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-11T20:32:34.322813] [INFO ] [sig       ] SERA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:34.462703] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SERA.txt
[2025-12-11T20:32:34.462853] [INFO ] [sig       ] [2875/3605] Completed SERA in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-11T20:32:34.462890] [INFO ] [sig       ] [2876/3605] Forecasting SES...
[2025-12-11T20:32:34.462920] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-11T20:32:34.462954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-11T20:32:34.474709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-11T20:32:34.475150] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-11T20:32:34.476220] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-11T20:32:34.476283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:34.476347] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:34.476374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:34.476431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:34.533308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:34.534169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:34.534252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:34.534286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:34.656347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:34.656500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:34.656542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:34.656588] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:34.659934] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=67.65%)
[2025-12-11T20:32:34.660209] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-11T20:32:34.660356] [INFO ] [sig       ] SES: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:34.798465] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SES.txt
[2025-12-11T20:32:34.798596] [INFO ] [sig       ] [2876/3605] Completed SES in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-11T20:32:34.798636] [INFO ] [sig       ] [2877/3605] Forecasting SEVN...
[2025-12-11T20:32:34.798663] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-11T20:32:34.798690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-11T20:32:34.811155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-11T20:32:34.811522] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-11T20:32:34.812337] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-11T20:32:34.812390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:34.812422] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:34.812449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:34.812504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:34.869144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:34.869765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:34.869841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:34.869873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:34.988942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:34.989089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:34.989133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:34.989161] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:34.992563] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=48.56%)
[2025-12-11T20:32:34.992857] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-11T20:32:34.992982] [INFO ] [sig       ] SEVN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:35.131270] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SEVN.txt
[2025-12-11T20:32:35.131399] [INFO ] [sig       ] [2877/3605] Completed SEVN in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-11T20:32:35.131443] [INFO ] [sig       ] [2878/3605] Forecasting SEZL...
[2025-12-11T20:32:35.131503] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-11T20:32:35.131550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-11T20:32:35.142878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-11T20:32:35.143150] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-11T20:32:35.143914] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-11T20:32:35.143964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:35.143996] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:35.144021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:35.144076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:35.200718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:35.201329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:35.201404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:35.201435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:35.316520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:35.316679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:35.316721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:35.316749] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:35.320213] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-11T20:32:35.320489] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-11T20:32:35.320634] [INFO ] [sig       ] SEZL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:35.463355] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SEZL.txt
[2025-12-11T20:32:35.463496] [INFO ] [sig       ] [2878/3605] Completed SEZL in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-11T20:32:35.463534] [INFO ] [sig       ] [2879/3605] Forecasting SF...
[2025-12-11T20:32:35.463564] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-11T20:32:35.463614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-11T20:32:35.474717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-11T20:32:35.475003] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-11T20:32:35.475795] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-11T20:32:35.475847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:35.475878] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:35.475905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:35.475962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:35.533147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:35.533937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:35.534016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:35.534055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:35.659338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:35.659487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:35.659528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:35.659606] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:35.663131] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=41.34%)
[2025-12-11T20:32:35.663423] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-11T20:32:35.663585] [INFO ] [sig       ] SF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:35.812956] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SF.txt
[2025-12-11T20:32:35.813081] [INFO ] [sig       ] [2879/3605] Completed SF in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-11T20:32:35.813121] [INFO ] [sig       ] [2880/3605] Forecasting SFB...
[2025-12-11T20:32:35.813150] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-11T20:32:35.813179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-11T20:32:35.824967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-11T20:32:35.825295] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-11T20:32:35.826100] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-11T20:32:35.826152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:35.826184] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:35.826210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:35.826270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:35.884428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:35.885212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:35.885292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:35.885325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:36.004710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:36.004864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:36.004906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:36.004934] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:36.008357] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-11T20:32:36.008646] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-11T20:32:36.008769] [INFO ] [sig       ] SFB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:36.205630] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SFB.txt
[2025-12-11T20:32:36.205764] [INFO ] [sig       ] [2880/3605] Completed SFB in 0.4s | 2.94 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-11T20:32:36.205802] [INFO ] [sig       ] [2881/3605] Forecasting SFBS...
[2025-12-11T20:32:36.205830] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-11T20:32:36.205859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-11T20:32:36.216974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-11T20:32:36.217297] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-11T20:32:36.218138] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-11T20:32:36.218193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:36.218226] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:36.218253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:36.218320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:36.280521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:36.281347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:36.281434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:36.281468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:36.406807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:36.406972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:36.407014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:36.407043] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:36.410536] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=73.72%)
[2025-12-11T20:32:36.410826] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-11T20:32:36.410953] [INFO ] [sig       ] SFBS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:36.555708] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SFBS.txt
[2025-12-11T20:32:36.555846] [INFO ] [sig       ] [2881/3605] Completed SFBS in 0.4s | 2.94 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-11T20:32:36.555886] [INFO ] [sig       ] [2882/3605] Forecasting SFIX...
[2025-12-11T20:32:36.555914] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-11T20:32:36.555944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-11T20:32:36.567511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-11T20:32:36.567929] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-11T20:32:36.568731] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-11T20:32:36.568783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:36.568815] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:36.568842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:36.568897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:36.629827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:36.630507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:36.630604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:36.630639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:36.751995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:36.752146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:36.752186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:36.752214] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:36.755659] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-12-11T20:32:36.755957] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-11T20:32:36.756111] [INFO ] [sig       ] SFIX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:36.900713] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SFIX.txt
[2025-12-11T20:32:36.900850] [INFO ] [sig       ] [2882/3605] Completed SFIX in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-11T20:32:36.900889] [INFO ] [sig       ] [2883/3605] Forecasting SFL...
[2025-12-11T20:32:36.900917] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-11T20:32:36.900945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-11T20:32:36.912731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-11T20:32:36.913029] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-11T20:32:36.913804] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-11T20:32:36.913854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:36.913886] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:36.913912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:36.913967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:36.970520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:36.971346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:36.971427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:36.971459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:37.094450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:37.094611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:37.094654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:37.094682] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:37.098241] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=14.51%)
[2025-12-11T20:32:37.098518] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-11T20:32:37.098661] [INFO ] [sig       ] SFL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:37.237012] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SFL.txt
[2025-12-11T20:32:37.237139] [INFO ] [sig       ] [2883/3605] Completed SFL in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-11T20:32:37.237177] [INFO ] [sig       ] [2884/3605] Forecasting SFLO...
[2025-12-11T20:32:37.237205] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-11T20:32:37.237233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-11T20:32:37.247753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-11T20:32:37.248035] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-11T20:32:37.248798] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-11T20:32:37.248848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:37.248879] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:37.248904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:37.248959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:37.304421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:37.305123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:37.305201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:37.305233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:37.428684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:37.428833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:37.428872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:37.428899] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:37.432190] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=77.30%)
[2025-12-11T20:32:37.432457] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-11T20:32:37.432595] [INFO ] [sig       ] SFLO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:37.570395] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SFLO.txt
[2025-12-11T20:32:37.570557] [INFO ] [sig       ] [2884/3605] Completed SFLO in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-11T20:32:37.570621] [INFO ] [sig       ] [2885/3605] Forecasting SFM...
[2025-12-11T20:32:37.570650] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-11T20:32:37.570679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-11T20:32:37.582792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-11T20:32:37.583145] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-11T20:32:37.583949] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-11T20:32:37.584012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:37.584043] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:37.584069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:37.584123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:37.641624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:37.642518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:37.642625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:37.642660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:37.763871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:37.764027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:37.764068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:37.764097] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:37.767513] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-12-11T20:32:37.767801] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-11T20:32:37.767950] [INFO ] [sig       ] SFM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:37.906196] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SFM.txt
[2025-12-11T20:32:37.906335] [INFO ] [sig       ] [2885/3605] Completed SFM in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-11T20:32:37.906374] [INFO ] [sig       ] [2886/3605] Forecasting SFNC...
[2025-12-11T20:32:37.906403] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-11T20:32:37.906431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-11T20:32:37.918113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-11T20:32:37.918486] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-11T20:32:37.919291] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-11T20:32:37.919342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:37.919374] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:37.919400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:37.919455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:37.977142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:37.980810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:37.980923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:37.980957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:38.102683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:38.102833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:38.102873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:38.102902] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:38.106223] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=43.89%)
[2025-12-11T20:32:38.106495] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-11T20:32:38.106635] [INFO ] [sig       ] SFNC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:38.245181] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SFNC.txt
[2025-12-11T20:32:38.245299] [INFO ] [sig       ] [2886/3605] Completed SFNC in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-11T20:32:38.245337] [INFO ] [sig       ] [2887/3605] Forecasting SG...
[2025-12-11T20:32:38.245365] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-11T20:32:38.245395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-11T20:32:38.256520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-11T20:32:38.256800] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-11T20:32:38.257562] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-11T20:32:38.257634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:38.257668] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:38.257695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:38.257752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:38.316511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:38.317217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:38.317296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:38.317329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:38.438934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:38.439100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:38.439141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:38.439171] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:38.442666] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-11T20:32:38.442940] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-11T20:32:38.443064] [INFO ] [sig       ] SG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:38.588738] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SG.txt
[2025-12-11T20:32:38.588888] [INFO ] [sig       ] [2887/3605] Completed SG in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-11T20:32:38.588928] [INFO ] [sig       ] [2888/3605] Forecasting SGBX...
[2025-12-11T20:32:38.588955] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-11T20:32:38.588984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-11T20:32:38.600908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-11T20:32:38.601218] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-11T20:32:38.602173] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-11T20:32:38.602222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:38.602253] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:38.602279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:38.602334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:38.660352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:38.661234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:38.661322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:38.661356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:38.778776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:38.778922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:38.778962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:38.778990] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:38.782453] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-11T20:32:38.782759] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-11T20:32:38.782885] [INFO ] [sig       ] SGBX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:38.923261] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SGBX.txt
[2025-12-11T20:32:38.923392] [INFO ] [sig       ] [2888/3605] Completed SGBX in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-11T20:32:38.923437] [INFO ] [sig       ] [2889/3605] Forecasting SGC...
[2025-12-11T20:32:38.923468] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-11T20:32:38.923509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-11T20:32:38.935971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-11T20:32:38.936367] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-11T20:32:38.937231] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-11T20:32:38.937285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:38.937318] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:38.937344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:38.937399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:38.999499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:39.000371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:39.000454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:39.000486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:39.119639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:39.119789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:39.119829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:39.119857] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:39.123555] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=43.47%)
[2025-12-11T20:32:39.123851] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-11T20:32:39.123976] [INFO ] [sig       ] SGC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:39.268809] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SGC.txt
[2025-12-11T20:32:39.269038] [INFO ] [sig       ] [2889/3605] Completed SGC in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-11T20:32:39.269097] [INFO ] [sig       ] [2890/3605] Forecasting SGHC...
[2025-12-11T20:32:39.269137] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-11T20:32:39.269178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-11T20:32:39.281072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-11T20:32:39.281455] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-11T20:32:39.282295] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-11T20:32:39.282348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:39.282381] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:39.282408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:39.282463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:39.340835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:39.341655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:39.341737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:39.341769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:39.460963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:39.461116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:39.461156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:39.461185] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:39.464636] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-11T20:32:39.464911] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-11T20:32:39.465051] [INFO ] [sig       ] SGHC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:39.609641] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SGHC.txt
[2025-12-11T20:32:39.609780] [INFO ] [sig       ] [2890/3605] Completed SGHC in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-11T20:32:39.609819] [INFO ] [sig       ] [2891/3605] Forecasting SGRY...
[2025-12-11T20:32:39.609848] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-11T20:32:39.609876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-11T20:32:39.621329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-11T20:32:39.621615] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-11T20:32:39.622355] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-11T20:32:39.622405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:39.622436] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:39.622462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:39.622516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:39.680426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:39.681275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:39.681358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:39.681390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:39.800222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:39.800367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:39.800406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:39.800433] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:39.803658] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: DOWN (p=27.02%)
[2025-12-11T20:32:39.803918] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-11T20:32:39.804034] [INFO ] [sig       ] SGRY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:39.940655] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SGRY.txt
[2025-12-11T20:32:39.940812] [INFO ] [sig       ] [2891/3605] Completed SGRY in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-11T20:32:39.940850] [INFO ] [sig       ] [2892/3605] Forecasting SHAK...
[2025-12-11T20:32:39.940878] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-11T20:32:39.940907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-11T20:32:39.952774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-11T20:32:39.953133] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-11T20:32:39.953954] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-11T20:32:39.954007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:39.954039] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:39.954066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:39.954120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:40.013781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:40.014667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:40.014750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:40.014783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:40.149990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:40.150166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:40.150253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:40.150298] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:40.155062] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=54.63%)
[2025-12-11T20:32:40.155483] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-11T20:32:40.155687] [INFO ] [sig       ] SHAK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:40.298603] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SHAK.txt
[2025-12-11T20:32:40.298753] [INFO ] [sig       ] [2892/3605] Completed SHAK in 0.4s | 2.94 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-11T20:32:40.298793] [INFO ] [sig       ] [2893/3605] Forecasting SHBI...
[2025-12-11T20:32:40.298821] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-11T20:32:40.298850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-11T20:32:40.310385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-11T20:32:40.310713] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-11T20:32:40.311509] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-11T20:32:40.311561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:40.311639] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:40.311669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:40.311726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:40.369688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:40.370507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:40.370605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:40.370641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:40.491428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:40.491596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:40.491639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:40.491669] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:40.495012] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-11T20:32:40.495291] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-11T20:32:40.495410] [INFO ] [sig       ] SHBI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:40.641928] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SHBI.txt
[2025-12-11T20:32:40.642063] [INFO ] [sig       ] [2893/3605] Completed SHBI in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-11T20:32:40.642103] [INFO ] [sig       ] [2894/3605] Forecasting SHC...
[2025-12-11T20:32:40.642133] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-11T20:32:40.642168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-11T20:32:40.653548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-11T20:32:40.653876] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-11T20:32:40.654670] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-11T20:32:40.654721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:40.654752] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:40.654778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:40.654832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:40.714336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:40.715057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:40.715136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:40.715169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:40.836642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:40.836795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:40.836836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:40.836864] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:40.840218] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=56.82%)
[2025-12-11T20:32:40.840490] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-11T20:32:40.840627] [INFO ] [sig       ] SHC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:40.984360] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SHC.txt
[2025-12-11T20:32:40.984489] [INFO ] [sig       ] [2894/3605] Completed SHC in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-11T20:32:40.984525] [INFO ] [sig       ] [2895/3605] Forecasting SHCO...
[2025-12-11T20:32:40.984554] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-11T20:32:40.984602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-11T20:32:40.995427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-11T20:32:40.995704] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-11T20:32:40.996438] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-11T20:32:40.996487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:40.996519] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:40.996545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:40.996624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:41.052484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:41.053116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:41.053195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:41.053226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:41.172778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:41.172888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:41.172926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:41.172953] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:41.176164] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=60.62%)
[2025-12-11T20:32:41.176426] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-11T20:32:41.176542] [INFO ] [sig       ] SHCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:41.313565] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SHCO.txt
[2025-12-11T20:32:41.313698] [INFO ] [sig       ] [2895/3605] Completed SHCO in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-11T20:32:41.313736] [INFO ] [sig       ] [2896/3605] Forecasting SHEL...
[2025-12-11T20:32:41.313764] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-11T20:32:41.313793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-11T20:32:41.326386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-11T20:32:41.326759] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-11T20:32:41.327613] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-11T20:32:41.327664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:41.327708] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:41.327736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:41.327792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:41.385531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:41.386566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:41.386674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:41.386707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:41.507149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:41.507319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:41.507361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:41.507437] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:41.510916] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=14.13%)
[2025-12-11T20:32:41.511183] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-11T20:32:41.511311] [INFO ] [sig       ] SHEL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:41.650265] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SHEL.txt
[2025-12-11T20:32:41.650391] [INFO ] [sig       ] [2896/3605] Completed SHEL in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-11T20:32:41.650428] [INFO ] [sig       ] [2897/3605] Forecasting SHEN...
[2025-12-11T20:32:41.650456] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-11T20:32:41.650484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-11T20:32:41.662260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-11T20:32:41.662555] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-11T20:32:41.663354] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-11T20:32:41.663405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:41.663437] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:41.663464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:41.663520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:41.721570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:41.722234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:41.722311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:41.722341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:41.844001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:41.844138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:41.844176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:41.844207] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:41.847464] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-12-11T20:32:41.847745] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-11T20:32:41.847885] [INFO ] [sig       ] SHEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:41.986925] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SHEN.txt
[2025-12-11T20:32:41.987040] [INFO ] [sig       ] [2897/3605] Completed SHEN in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-11T20:32:41.987079] [INFO ] [sig       ] [2898/3605] Forecasting SHFS...
[2025-12-11T20:32:41.987108] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-11T20:32:41.987137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-11T20:32:41.999309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-11T20:32:41.999753] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-11T20:32:42.000623] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-11T20:32:42.000674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:42.000707] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:42.000733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:42.000789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:42.056327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:42.057307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:42.057405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:42.057452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:42.172409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:42.172614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:42.172659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:42.172688] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:42.176534] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-12-11T20:32:42.176960] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-11T20:32:42.177111] [INFO ] [sig       ] SHFS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:42.316916] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SHFS.txt
[2025-12-11T20:32:42.317066] [INFO ] [sig       ] [2898/3605] Completed SHFS in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-11T20:32:42.317104] [INFO ] [sig       ] [2899/3605] Forecasting SHG...
[2025-12-11T20:32:42.317133] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-11T20:32:42.317162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-11T20:32:42.330760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-11T20:32:42.331073] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-11T20:32:42.331893] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-11T20:32:42.331954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:42.331988] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:42.332024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:42.332099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:42.388697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:42.389301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:42.389379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:42.389410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:42.514230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:42.514395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:42.514437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:42.514466] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:42.518124] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-11T20:32:42.518430] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-11T20:32:42.518563] [INFO ] [sig       ] SHG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:42.657255] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SHG.txt
[2025-12-11T20:32:42.657385] [INFO ] [sig       ] [2899/3605] Completed SHG in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-11T20:32:42.657423] [INFO ] [sig       ] [2900/3605] Forecasting SHIP...
[2025-12-11T20:32:42.657457] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-11T20:32:42.657486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-11T20:32:42.669430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-11T20:32:42.669735] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-11T20:32:42.670531] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-11T20:32:42.670604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:42.670639] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:42.670665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:42.670720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:42.727054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:42.727692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:42.727767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:42.727799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:42.847342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:42.847489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:42.847528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:42.847555] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:42.850914] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-12-11T20:32:42.851189] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-11T20:32:42.851316] [INFO ] [sig       ] SHIP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:42.994297] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SHIP.txt
[2025-12-11T20:32:42.994444] [INFO ] [sig       ] [2900/3605] Completed SHIP in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-11T20:32:42.994484] [INFO ] [sig       ] [2901/3605] Forecasting SHLS...
[2025-12-11T20:32:42.994513] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-11T20:32:42.994541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-11T20:32:43.005709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-11T20:32:43.005975] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-11T20:32:43.006754] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-11T20:32:43.006805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:43.006836] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:43.006862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:43.006917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:43.062158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:43.062765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:43.062841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:43.062871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:43.181853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:43.182011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:43.182050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:43.182076] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:43.185529] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-12-11T20:32:43.185824] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-11T20:32:43.185947] [INFO ] [sig       ] SHLS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:43.323420] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SHLS.txt
[2025-12-11T20:32:43.323560] [INFO ] [sig       ] [2901/3605] Completed SHLS in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-11T20:32:43.323616] [INFO ] [sig       ] [2902/3605] Forecasting SHO...
[2025-12-11T20:32:43.323646] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-11T20:32:43.323675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-11T20:32:43.334820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-11T20:32:43.335108] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-11T20:32:43.335962] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-11T20:32:43.336014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:43.336045] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:43.336070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:43.336125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:43.393427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:43.394227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:43.394308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:43.394339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:43.513793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:43.513951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:43.513991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:43.514018] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:43.517328] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-11T20:32:43.517616] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-11T20:32:43.517737] [INFO ] [sig       ] SHO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:43.657731] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SHO.txt
[2025-12-11T20:32:43.657889] [INFO ] [sig       ] [2902/3605] Completed SHO in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-11T20:32:43.657934] [INFO ] [sig       ] [2903/3605] Forecasting SHOC...
[2025-12-11T20:32:43.657968] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-11T20:32:43.658001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-11T20:32:43.668982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-11T20:32:43.669316] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-11T20:32:43.670073] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-11T20:32:43.670122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:43.670153] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:43.670180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:43.670235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:43.726498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:43.727214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:43.727319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:43.727351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:43.838680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:43.838838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:43.838880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:43.838924] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:43.842198] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-11T20:32:43.842489] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-11T20:32:43.842622] [INFO ] [sig       ] SHOC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:43.980680] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SHOC.txt
[2025-12-11T20:32:43.980808] [INFO ] [sig       ] [2903/3605] Completed SHOC in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-11T20:32:43.980859] [INFO ] [sig       ] [2904/3605] Forecasting SHOO...
[2025-12-11T20:32:43.980892] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-11T20:32:43.980922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-11T20:32:43.992833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-11T20:32:43.993112] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-11T20:32:43.993908] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-11T20:32:43.993959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:43.993991] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:43.994017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:43.994073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:44.053006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:44.053673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:44.053752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:44.053784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:44.179593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:44.179762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:44.179805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:44.179834] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:44.183238] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: UP (p=87.73%)
[2025-12-11T20:32:44.183520] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-11T20:32:44.183665] [INFO ] [sig       ] SHOO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:44.325719] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SHOO.txt
[2025-12-11T20:32:44.325879] [INFO ] [sig       ] [2904/3605] Completed SHOO in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-11T20:32:44.325917] [INFO ] [sig       ] [2905/3605] Forecasting SHOP...
[2025-12-11T20:32:44.325946] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-11T20:32:44.325974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-11T20:32:44.338046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-11T20:32:44.338411] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-11T20:32:44.339202] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-11T20:32:44.339254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:44.339284] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:44.339310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:44.339365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:44.397104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:44.397977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:44.398063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:44.398111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:44.522175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:44.522337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:44.522376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:44.522404] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:44.525754] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-11T20:32:44.526034] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-11T20:32:44.526157] [INFO ] [sig       ] SHOP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:44.665801] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SHOP.txt
[2025-12-11T20:32:44.665940] [INFO ] [sig       ] [2905/3605] Completed SHOP in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-11T20:32:44.665978] [INFO ] [sig       ] [2906/3605] Forecasting SHY...
[2025-12-11T20:32:44.666007] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-11T20:32:44.666037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-11T20:32:44.677247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-11T20:32:44.677832] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-11T20:32:44.678794] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-11T20:32:44.678844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:44.678875] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:44.678900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:44.678955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:44.737351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:44.738222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:44.738319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:44.738357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:44.857293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:44.857451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:44.857491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:44.857519] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:44.860876] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: DOWN (p=48.76%)
[2025-12-11T20:32:44.861166] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-11T20:32:44.861288] [INFO ] [sig       ] SHY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:45.000916] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SHY.txt
[2025-12-11T20:32:45.001097] [INFO ] [sig       ] [2906/3605] Completed SHY in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-11T20:32:45.001137] [INFO ] [sig       ] [2907/3605] Forecasting SIBN...
[2025-12-11T20:32:45.001165] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-11T20:32:45.001193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-11T20:32:45.012970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-11T20:32:45.013310] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-11T20:32:45.014106] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-11T20:32:45.014156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:45.014187] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:45.014223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:45.014283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:45.072603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:45.073424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:45.073506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:45.073539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:45.191266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:45.191425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:45.191464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:45.191491] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:45.194774] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2025-12-11T20:32:45.195036] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-11T20:32:45.195155] [INFO ] [sig       ] SIBN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:45.332618] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SIBN.txt
[2025-12-11T20:32:45.332760] [INFO ] [sig       ] [2907/3605] Completed SIBN in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-11T20:32:45.332799] [INFO ] [sig       ] [2908/3605] Forecasting SID...
[2025-12-11T20:32:45.332830] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-11T20:32:45.332860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-11T20:32:45.344310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-11T20:32:45.344671] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-11T20:32:45.345468] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-11T20:32:45.345521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:45.345552] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:45.345601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:45.345662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:45.408683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:45.409631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:45.409731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:45.409765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:45.527783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:45.527955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:45.527997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:45.528025] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:45.531353] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-11T20:32:45.531650] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-11T20:32:45.531776] [INFO ] [sig       ] SID: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:45.670792] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SID.txt
[2025-12-11T20:32:45.670945] [INFO ] [sig       ] [2908/3605] Completed SID in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-11T20:32:45.670982] [INFO ] [sig       ] [2909/3605] Forecasting SIEB...
[2025-12-11T20:32:45.671013] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-11T20:32:45.671057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-11T20:32:45.683092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-11T20:32:45.683435] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-11T20:32:45.684246] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-11T20:32:45.684296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:45.684328] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:45.684355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:45.684409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:45.742928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:45.743834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:45.743930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:45.743962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:45.859178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:45.859334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:45.859374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:45.859403] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:45.862832] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-11T20:32:45.863108] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-11T20:32:45.863235] [INFO ] [sig       ] SIEB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:45.999084] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SIEB.txt
[2025-12-11T20:32:45.999214] [INFO ] [sig       ] [2909/3605] Completed SIEB in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-11T20:32:45.999252] [INFO ] [sig       ] [2910/3605] Forecasting SIFY...
[2025-12-11T20:32:45.999280] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-11T20:32:45.999309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-11T20:32:46.010964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-11T20:32:46.011284] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-11T20:32:46.012077] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-11T20:32:46.012127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:46.012186] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:46.012213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:46.012269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:46.069019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:46.069944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:46.070033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:46.070067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:46.185166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:46.185323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:46.185362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:46.185391] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:46.188769] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-11T20:32:46.189032] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-11T20:32:46.189155] [INFO ] [sig       ] SIFY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:46.329151] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SIFY.txt
[2025-12-11T20:32:46.329303] [INFO ] [sig       ] [2910/3605] Completed SIFY in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-11T20:32:46.329341] [INFO ] [sig       ] [2911/3605] Forecasting SIG...
[2025-12-11T20:32:46.329370] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-11T20:32:46.329405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-11T20:32:46.340558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-11T20:32:46.340951] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-11T20:32:46.341732] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-11T20:32:46.341782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:46.341813] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:46.341839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:46.341893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:46.399044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:46.399918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:46.400002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:46.400036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:46.520547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:46.520720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:46.520780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:46.520827] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:46.524258] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=54.44%)
[2025-12-11T20:32:46.524601] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-11T20:32:46.524729] [INFO ] [sig       ] SIG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:46.664455] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SIG.txt
[2025-12-11T20:32:46.664613] [INFO ] [sig       ] [2911/3605] Completed SIG in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-11T20:32:46.664654] [INFO ] [sig       ] [2912/3605] Forecasting SIGA...
[2025-12-11T20:32:46.664682] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-11T20:32:46.664711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-11T20:32:46.675702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-11T20:32:46.676080] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-11T20:32:46.676904] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-11T20:32:46.676957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:46.676989] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:46.677016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:46.677072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:46.735219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:46.736073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:46.736155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:46.736189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:46.855283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:46.855439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:46.855479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:46.855506] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:46.859044] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=29.08%)
[2025-12-11T20:32:46.859339] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-11T20:32:46.859465] [INFO ] [sig       ] SIGA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:46.999355] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SIGA.txt
[2025-12-11T20:32:46.999511] [INFO ] [sig       ] [2912/3605] Completed SIGA in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-11T20:32:46.999550] [INFO ] [sig       ] [2913/3605] Forecasting SIGI...
[2025-12-11T20:32:46.999598] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-11T20:32:46.999630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-11T20:32:47.010939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-11T20:32:47.011229] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-11T20:32:47.012032] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-11T20:32:47.012084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:47.012115] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:47.012142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:47.012198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:47.069644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:47.070489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:47.070597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:47.070633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:47.191196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:47.191350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:47.191390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:47.191452] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:47.194888] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-12-11T20:32:47.195169] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-11T20:32:47.195298] [INFO ] [sig       ] SIGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:47.334367] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SIGI.txt
[2025-12-11T20:32:47.334515] [INFO ] [sig       ] [2913/3605] Completed SIGI in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-11T20:32:47.334552] [INFO ] [sig       ] [2914/3605] Forecasting SII...
[2025-12-11T20:32:47.334600] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-11T20:32:47.334632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-11T20:32:47.346019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-11T20:32:47.346372] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-11T20:32:47.347202] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-11T20:32:47.347253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:47.347287] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:47.347314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:47.347371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:47.405504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:47.406379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:47.406464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:47.406497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:47.522710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:47.522861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:47.522903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:47.522931] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:47.526252] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-12-11T20:32:47.526519] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-11T20:32:47.526658] [INFO ] [sig       ] SII: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:47.665757] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SII.txt
[2025-12-11T20:32:47.665899] [INFO ] [sig       ] [2914/3605] Completed SII in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-11T20:32:47.665937] [INFO ] [sig       ] [2915/3605] Forecasting SIMO...
[2025-12-11T20:32:47.665966] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-11T20:32:47.665995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-11T20:32:47.677810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-11T20:32:47.678137] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-11T20:32:47.678907] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-11T20:32:47.678957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:47.678988] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:47.679013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:47.679068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:47.737702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:47.738639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:47.738721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:47.738752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:47.860154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:47.860314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:47.860354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:47.860382] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:47.863925] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=82.09%)
[2025-12-11T20:32:47.864216] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-11T20:32:47.864340] [INFO ] [sig       ] SIMO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:48.007212] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SIMO.txt
[2025-12-11T20:32:48.007362] [INFO ] [sig       ] [2915/3605] Completed SIMO in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-11T20:32:48.007400] [INFO ] [sig       ] [2916/3605] Forecasting SIRI...
[2025-12-11T20:32:48.007429] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-11T20:32:48.007459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-11T20:32:48.019647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-11T20:32:48.019980] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-11T20:32:48.020756] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-11T20:32:48.020808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:48.020839] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:48.020864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:48.020920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:48.078822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:48.079637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:48.079718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:48.079751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:48.200709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:48.200862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:48.200902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:48.200929] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:48.204317] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2025-12-11T20:32:48.204621] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-11T20:32:48.204746] [INFO ] [sig       ] SIRI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:48.342673] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SIRI.txt
[2025-12-11T20:32:48.342809] [INFO ] [sig       ] [2916/3605] Completed SIRI in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-11T20:32:48.342847] [INFO ] [sig       ] [2917/3605] Forecasting SITC...
[2025-12-11T20:32:48.342875] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-11T20:32:48.342903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-11T20:32:48.353988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-11T20:32:48.354284] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-11T20:32:48.355070] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-11T20:32:48.355122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:48.355153] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:48.355179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:48.355236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:48.413317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:48.414030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:48.414108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:48.414140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:48.533690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:48.533841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:48.533881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:48.533908] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:48.537186] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-11T20:32:48.537458] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-11T20:32:48.537619] [INFO ] [sig       ] SITC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:48.679703] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SITC.txt
[2025-12-11T20:32:48.679849] [INFO ] [sig       ] [2917/3605] Completed SITC in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-11T20:32:48.679888] [INFO ] [sig       ] [2918/3605] Forecasting SITE...
[2025-12-11T20:32:48.679916] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-11T20:32:48.679945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-11T20:32:48.692012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-11T20:32:48.692359] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-11T20:32:48.693200] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-11T20:32:48.693253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:48.693284] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:48.693311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:48.693379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:48.751890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:48.752753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:48.752837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:48.752868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:48.870521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:48.870681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:48.870722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:48.870751] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:48.874103] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-11T20:32:48.874379] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-11T20:32:48.874502] [INFO ] [sig       ] SITE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:49.011496] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SITE.txt
[2025-12-11T20:32:49.011657] [INFO ] [sig       ] [2918/3605] Completed SITE in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-11T20:32:49.011698] [INFO ] [sig       ] [2919/3605] Forecasting SITM...
[2025-12-11T20:32:49.011727] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-11T20:32:49.011756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-11T20:32:49.022761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-11T20:32:49.023092] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-11T20:32:49.023966] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-11T20:32:49.024019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:49.024052] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:49.024079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:49.024135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:49.082501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:49.083197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:49.083273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:49.083304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:49.207598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:49.207762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:49.207801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:49.207830] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:49.211622] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-12-11T20:32:49.211992] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-11T20:32:49.212131] [INFO ] [sig       ] SITM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:49.352690] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SITM.txt
[2025-12-11T20:32:49.352830] [INFO ] [sig       ] [2919/3605] Completed SITM in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-11T20:32:49.352868] [INFO ] [sig       ] [2920/3605] Forecasting SIXG...
[2025-12-11T20:32:49.352895] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-11T20:32:49.352924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-11T20:32:49.364860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-11T20:32:49.365266] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-11T20:32:49.366076] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-11T20:32:49.366139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:49.366171] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:49.366198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:49.366252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:49.421899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:49.422714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:49.422822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:49.422855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:49.538918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:49.539073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:49.539114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:49.539143] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:49.542531] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-11T20:32:49.542847] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-11T20:32:49.542978] [INFO ] [sig       ] SIXG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:49.691482] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SIXG.txt
[2025-12-11T20:32:49.691656] [INFO ] [sig       ] [2920/3605] Completed SIXG in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-11T20:32:49.691700] [INFO ] [sig       ] [2921/3605] Forecasting SJM...
[2025-12-11T20:32:49.691731] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-11T20:32:49.691760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-11T20:32:49.703796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-11T20:32:49.704184] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-11T20:32:49.704989] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-11T20:32:49.705042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:49.705075] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:49.705103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:49.705160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:49.763443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:49.764291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:49.764373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:49.764407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:49.883133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:49.883294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:49.883336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:49.883364] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:49.886735] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-12-11T20:32:49.887002] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-11T20:32:49.887122] [INFO ] [sig       ] SJM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:50.023464] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SJM.txt
[2025-12-11T20:32:50.023630] [INFO ] [sig       ] [2921/3605] Completed SJM in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-11T20:32:50.023670] [INFO ] [sig       ] [2922/3605] Forecasting SKE...
[2025-12-11T20:32:50.023698] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-11T20:32:50.023726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-11T20:32:50.035462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-11T20:32:50.035754] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-11T20:32:50.036539] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-11T20:32:50.036610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:50.036643] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:50.036669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:50.036723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:50.092373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:50.093012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:50.093090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:50.093122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:50.215499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:50.215657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:50.215696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:50.215723] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:50.219367] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=87.36%)
[2025-12-11T20:32:50.219829] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-11T20:32:50.219949] [INFO ] [sig       ] SKE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:50.362510] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SKE.txt
[2025-12-11T20:32:50.363381] [INFO ] [sig       ] [2922/3605] Completed SKE in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-11T20:32:50.363430] [INFO ] [sig       ] [2923/3605] Forecasting SKIL...
[2025-12-11T20:32:50.363464] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-11T20:32:50.363499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-11T20:32:50.376345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-11T20:32:50.376914] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-11T20:32:50.377782] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-11T20:32:50.377866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:50.377906] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:50.377941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:50.377999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:50.436840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:50.437881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:50.437981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:50.438014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:50.562059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:50.562215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:50.562264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:50.562296] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:50.565712] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=36.28%)
[2025-12-11T20:32:50.566016] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-11T20:32:50.566149] [INFO ] [sig       ] SKIL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:50.704367] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SKIL.txt
[2025-12-11T20:32:50.704520] [INFO ] [sig       ] [2923/3605] Completed SKIL in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-11T20:32:50.704565] [INFO ] [sig       ] [2924/3605] Forecasting SKIN...
[2025-12-11T20:32:50.704614] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-11T20:32:50.704644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-11T20:32:50.717061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-11T20:32:50.717442] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-11T20:32:50.718305] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-11T20:32:50.718356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:50.718387] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:50.718412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:50.718467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:50.775204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:50.776103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:50.776183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:50.776214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:50.899913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:50.900081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:50.900124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:50.900151] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:50.903563] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2025-12-11T20:32:50.903854] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-11T20:32:50.903975] [INFO ] [sig       ] SKIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:51.044205] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SKIN.txt
[2025-12-11T20:32:51.044353] [INFO ] [sig       ] [2924/3605] Completed SKIN in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-11T20:32:51.044392] [INFO ] [sig       ] [2925/3605] Forecasting SKLZ...
[2025-12-11T20:32:51.044423] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-11T20:32:51.044454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-11T20:32:51.056051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-11T20:32:51.056346] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-11T20:32:51.057156] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-11T20:32:51.057208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:51.057240] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:51.057268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:51.057323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:51.115478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:51.116137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:51.116215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:51.116247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:51.241166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:51.241346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:51.241388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:51.241417] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:51.245735] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-11T20:32:51.246052] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-11T20:32:51.246175] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:51.393299] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SKLZ.txt
[2025-12-11T20:32:51.393430] [INFO ] [sig       ] [2925/3605] Completed SKLZ in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-11T20:32:51.393468] [INFO ] [sig       ] [2926/3605] Forecasting SKM...
[2025-12-11T20:32:51.393497] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-11T20:32:51.393526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-11T20:32:51.406453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-11T20:32:51.406851] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-11T20:32:51.407687] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-11T20:32:51.407739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:51.407774] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:51.407800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:51.407879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:51.469238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:51.470119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:51.470205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:51.470238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:51.599082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:51.599237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:51.599278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:51.599308] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:51.602981] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=13.23%)
[2025-12-11T20:32:51.603303] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-11T20:32:51.603439] [INFO ] [sig       ] SKM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:51.749244] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SKM.txt
[2025-12-11T20:32:51.749410] [INFO ] [sig       ] [2926/3605] Completed SKM in 0.4s | 2.94 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-11T20:32:51.749451] [INFO ] [sig       ] [2927/3605] Forecasting SKRE...
[2025-12-11T20:32:51.749481] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-11T20:32:51.749517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-11T20:32:51.760713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-11T20:32:51.761045] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-11T20:32:51.761872] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-11T20:32:51.761924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:51.762006] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:51.762050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:51.762131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:51.824731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:51.825562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:51.825659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:51.825692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:51.945890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:51.946039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:51.946096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:51.946126] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:51.949508] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=46.52%)
[2025-12-11T20:32:51.949848] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-11T20:32:51.949991] [INFO ] [sig       ] SKRE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:52.099986] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SKRE.txt
[2025-12-11T20:32:52.100136] [INFO ] [sig       ] [2927/3605] Completed SKRE in 0.4s | 2.94 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-11T20:32:52.100176] [INFO ] [sig       ] [2928/3605] Forecasting SKWD...
[2025-12-11T20:32:52.100204] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-11T20:32:52.100233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-11T20:32:52.111806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-11T20:32:52.112201] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-11T20:32:52.113009] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-11T20:32:52.113061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:52.113093] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:52.113119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:52.113174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:52.170593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:52.171418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:52.171498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:52.171530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:52.290693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:52.290846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:52.290887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:52.290915] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:52.294328] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-11T20:32:52.294625] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-11T20:32:52.294750] [INFO ] [sig       ] SKWD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:52.438590] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SKWD.txt
[2025-12-11T20:32:52.438723] [INFO ] [sig       ] [2928/3605] Completed SKWD in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-11T20:32:52.438761] [INFO ] [sig       ] [2929/3605] Forecasting SKY...
[2025-12-11T20:32:52.438790] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-11T20:32:52.438819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-11T20:32:52.450891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-11T20:32:52.451251] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-11T20:32:52.452192] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-11T20:32:52.452245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:52.452279] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:52.452316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:52.452381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:52.511382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:52.512186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:52.512270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:52.512302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:52.649406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:52.649558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:52.649618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:52.649647] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:52.652954] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=24.15%)
[2025-12-11T20:32:52.653224] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-11T20:32:52.653343] [INFO ] [sig       ] SKY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:52.792910] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SKY.txt
[2025-12-11T20:32:52.793047] [INFO ] [sig       ] [2929/3605] Completed SKY in 0.4s | 2.94 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-11T20:32:52.793087] [INFO ] [sig       ] [2930/3605] Forecasting SKYE...
[2025-12-11T20:32:52.793115] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-11T20:32:52.793145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-11T20:32:52.804527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-11T20:32:52.804829] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-11T20:32:52.805588] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-11T20:32:52.805638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:52.805669] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:52.805695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:52.805751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:52.862753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:52.863473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:52.863559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:52.863612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:52.984170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:52.984326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:52.984366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:52.984424] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:52.987787] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=60.91%)
[2025-12-11T20:32:52.988067] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-11T20:32:52.988183] [INFO ] [sig       ] SKYE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:53.124831] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SKYE.txt
[2025-12-11T20:32:53.124977] [INFO ] [sig       ] [2930/3605] Completed SKYE in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-11T20:32:53.125015] [INFO ] [sig       ] [2931/3605] Forecasting SKYH...
[2025-12-11T20:32:53.125044] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-11T20:32:53.125074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-11T20:32:53.136447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-11T20:32:53.136741] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-11T20:32:53.137484] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-11T20:32:53.137535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:53.137596] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:53.137626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:53.137682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:53.193000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:53.193819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:53.193901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:53.193934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:53.309199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:53.309354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:53.309395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:53.309423] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:53.312760] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-11T20:32:53.313027] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-11T20:32:53.313176] [INFO ] [sig       ] SKYH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:53.451056] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SKYH.txt
[2025-12-11T20:32:53.451180] [INFO ] [sig       ] [2931/3605] Completed SKYH in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-11T20:32:53.451217] [INFO ] [sig       ] [2932/3605] Forecasting SKYX...
[2025-12-11T20:32:53.451246] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-11T20:32:53.451274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-11T20:32:53.463000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-11T20:32:53.463342] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-11T20:32:53.464119] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-11T20:32:53.464171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:53.464202] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:53.464228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:53.464284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:53.519964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:53.520731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:53.520826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:53.520858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:53.637230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:53.637388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:53.637427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:53.637457] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:53.640826] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-12-11T20:32:53.641099] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-11T20:32:53.641220] [INFO ] [sig       ] SKYX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:53.780354] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SKYX.txt
[2025-12-11T20:32:53.780509] [INFO ] [sig       ] [2932/3605] Completed SKYX in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-11T20:32:53.780549] [INFO ] [sig       ] [2933/3605] Forecasting SKYY...
[2025-12-11T20:32:53.780599] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-11T20:32:53.780630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-11T20:32:53.792496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-11T20:32:53.792850] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-11T20:32:53.793614] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-11T20:32:53.793664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:53.793695] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:53.793721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:53.793775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:53.850521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:53.851411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:53.851494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:53.851525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:53.970124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:53.970282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:53.970322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:53.970349] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:53.973719] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-12-11T20:32:53.974002] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-11T20:32:53.974127] [INFO ] [sig       ] SKYY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:54.119095] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SKYY.txt
[2025-12-11T20:32:54.119301] [INFO ] [sig       ] [2933/3605] Completed SKYY in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-11T20:32:54.119351] [INFO ] [sig       ] [2934/3605] Forecasting SLAB...
[2025-12-11T20:32:54.119387] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-11T20:32:54.119424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-11T20:32:54.135715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-11T20:32:54.136204] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-11T20:32:54.137326] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-11T20:32:54.137392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:54.137439] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:54.137479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:54.137565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:54.204377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:54.205365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:54.205455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:54.205487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:54.344301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:54.344490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:54.344555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:54.344628] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:54.349841] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=30.08%)
[2025-12-11T20:32:54.350384] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-11T20:32:54.350621] [INFO ] [sig       ] SLAB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:54.553252] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLAB.txt
[2025-12-11T20:32:54.553487] [INFO ] [sig       ] [2934/3605] Completed SLAB in 0.4s | 2.94 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-11T20:32:54.553562] [INFO ] [sig       ] [2935/3605] Forecasting SLB...
[2025-12-11T20:32:54.553626] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-11T20:32:54.553667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-11T20:32:54.571356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-11T20:32:54.577647] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-11T20:32:54.579145] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-11T20:32:54.579237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:54.579292] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:54.579350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:54.579433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:54.660140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:54.661361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:54.661482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:54.661534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:54.827507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:54.827722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:54.827787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:54.827870] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:54.833096] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-11T20:32:54.833513] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-11T20:32:54.833719] [INFO ] [sig       ] SLB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:55.018769] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLB.txt
[2025-12-11T20:32:55.018947] [INFO ] [sig       ] [2935/3605] Completed SLB in 0.5s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:55.019012] [INFO ] [sig       ] [2936/3605] Forecasting SLDB...
[2025-12-11T20:32:55.019045] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-11T20:32:55.019075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-11T20:32:55.034367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-11T20:32:55.034895] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-11T20:32:55.036102] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-11T20:32:55.036172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:55.036216] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:55.036252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:55.036329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:55.096977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:55.097949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:55.098042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:55.098075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:55.224964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:55.225127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:55.225168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:55.225196] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:55.228758] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-12-11T20:32:55.229080] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-11T20:32:55.229239] [INFO ] [sig       ] SLDB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:55.381123] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLDB.txt
[2025-12-11T20:32:55.381278] [INFO ] [sig       ] [2936/3605] Completed SLDB in 0.4s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:55.381319] [INFO ] [sig       ] [2937/3605] Forecasting SLDP...
[2025-12-11T20:32:55.381351] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-11T20:32:55.381381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-11T20:32:55.393100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-11T20:32:55.393474] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-11T20:32:55.394332] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-11T20:32:55.394386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:55.394419] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:55.394448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:55.394504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:55.453440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:55.454357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:55.454493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:55.454532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:55.575970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:55.576133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:55.576173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:55.576201] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:55.579882] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=52.88%)
[2025-12-11T20:32:55.580203] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-11T20:32:55.580343] [INFO ] [sig       ] SLDP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:55.731864] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SLDP.txt
[2025-12-11T20:32:55.732020] [INFO ] [sig       ] [2937/3605] Completed SLDP in 0.4s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:55.732060] [INFO ] [sig       ] [2938/3605] Forecasting SLF...
[2025-12-11T20:32:55.732088] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-11T20:32:55.732117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-11T20:32:55.744025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-11T20:32:55.744452] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-11T20:32:55.745308] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-11T20:32:55.745361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:55.745392] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:55.745418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:55.745473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:55.804628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:55.805492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:55.805598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:55.805635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:55.929671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:55.929832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:55.929874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:55.929921] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:55.933533] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-12-11T20:32:55.933930] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-11T20:32:55.934083] [INFO ] [sig       ] SLF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:56.081195] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLF.txt
[2025-12-11T20:32:56.081353] [INFO ] [sig       ] [2938/3605] Completed SLF in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:56.081392] [INFO ] [sig       ] [2939/3605] Forecasting SLG...
[2025-12-11T20:32:56.081420] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-11T20:32:56.081449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-11T20:32:56.093449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-11T20:32:56.093864] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-11T20:32:56.094674] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-11T20:32:56.094726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:56.094756] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:56.094781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:56.094835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:56.158992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:56.159878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:56.159967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:56.160000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:56.302205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:56.302380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:56.302431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:56.302466] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:56.306262] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-11T20:32:56.306588] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-11T20:32:56.306723] [INFO ] [sig       ] SLG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:56.452910] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLG.txt
[2025-12-11T20:32:56.453075] [INFO ] [sig       ] [2939/3605] Completed SLG in 0.4s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:56.453115] [INFO ] [sig       ] [2940/3605] Forecasting SLGN...
[2025-12-11T20:32:56.453142] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-11T20:32:56.453170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-11T20:32:56.468005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-11T20:32:56.468415] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-11T20:32:56.469464] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-11T20:32:56.469528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:56.469591] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:56.469632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:56.469716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:56.532317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:56.533154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:56.533259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:56.533295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:56.649505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:56.649665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:56.649704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:56.649733] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:56.652997] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-11T20:32:56.653262] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-11T20:32:56.653381] [INFO ] [sig       ] SLGN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:56.794281] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SLGN.txt
[2025-12-11T20:32:56.794441] [INFO ] [sig       ] [2940/3605] Completed SLGN in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:56.794482] [INFO ] [sig       ] [2941/3605] Forecasting SLM...
[2025-12-11T20:32:56.794511] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-11T20:32:56.794540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-11T20:32:56.805593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-11T20:32:56.805886] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-11T20:32:56.806656] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-11T20:32:56.806707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:56.806739] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:56.806765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:56.806820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:56.863459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:56.864195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:56.864279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:56.864313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:56.983872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:56.983992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:56.984032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:56.984061] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:56.987369] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=32.41%)
[2025-12-11T20:32:56.987669] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-11T20:32:56.987795] [INFO ] [sig       ] SLM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:57.125511] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLM.txt
[2025-12-11T20:32:57.125640] [INFO ] [sig       ] [2941/3605] Completed SLM in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:57.125679] [INFO ] [sig       ] [2942/3605] Forecasting SLN...
[2025-12-11T20:32:57.125707] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-11T20:32:57.125735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-11T20:32:57.136898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-11T20:32:57.137194] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-11T20:32:57.138020] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-11T20:32:57.138071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:57.138104] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:57.138141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:57.138198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:57.194729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:57.195347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:57.195422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:57.195452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:57.311669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:57.311789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:57.311825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:57.311852] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:57.314968] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=32.76%)
[2025-12-11T20:32:57.315226] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-11T20:32:57.315339] [INFO ] [sig       ] SLN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:57.465495] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLN.txt
[2025-12-11T20:32:57.465659] [INFO ] [sig       ] [2942/3605] Completed SLN in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:57.465701] [INFO ] [sig       ] [2943/3605] Forecasting SLNO...
[2025-12-11T20:32:57.465729] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-11T20:32:57.465757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-11T20:32:57.477283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-11T20:32:57.477587] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-11T20:32:57.478386] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-11T20:32:57.478437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:57.478470] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:57.478496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:57.478552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:57.534449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:57.535082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:57.535170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:57.535202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:57.663163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:57.663306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:57.663344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:57.663372] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:57.666622] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-12-11T20:32:57.666882] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-11T20:32:57.666999] [INFO ] [sig       ] SLNO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:57.803247] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SLNO.txt
[2025-12-11T20:32:57.803360] [INFO ] [sig       ] [2943/3605] Completed SLNO in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:57.803397] [INFO ] [sig       ] [2944/3605] Forecasting SLP...
[2025-12-11T20:32:57.803424] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-11T20:32:57.803451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-11T20:32:57.814652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-11T20:32:57.814906] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-11T20:32:57.815679] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-11T20:32:57.815729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:57.815784] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:57.815811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:57.815866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:57.872435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:57.873091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:57.873166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:57.873198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:57.987654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:57.987772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:57.987809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:57.987858] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:57.991011] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-11T20:32:57.991273] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-11T20:32:57.991390] [INFO ] [sig       ] SLP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:58.129721] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLP.txt
[2025-12-11T20:32:58.129990] [INFO ] [sig       ] [2944/3605] Completed SLP in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-11T20:32:58.130028] [INFO ] [sig       ] [2945/3605] Forecasting SLQD...
[2025-12-11T20:32:58.130056] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-11T20:32:58.130083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-11T20:32:58.141599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-11T20:32:58.141884] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-11T20:32:58.142645] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-11T20:32:58.142694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:58.142724] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:58.142750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:58.142804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:58.201222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:58.201865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:58.201943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:58.201975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:58.318640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:58.318756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:58.318794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:58.318820] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:58.322155] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=69.88%)
[2025-12-11T20:32:58.322410] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-11T20:32:58.322529] [INFO ] [sig       ] SLQD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:58.485679] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SLQD.txt
[2025-12-11T20:32:58.485894] [INFO ] [sig       ] [2945/3605] Completed SLQD in 0.4s | 2.94 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-11T20:32:58.485951] [INFO ] [sig       ] [2946/3605] Forecasting SLRC...
[2025-12-11T20:32:58.485994] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-11T20:32:58.486045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-11T20:32:58.501247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-11T20:32:58.501730] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-11T20:32:58.502825] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-11T20:32:58.502893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:58.502939] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:58.502978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:58.503063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:58.575230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:58.576076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:58.576161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:58.576194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:58.718414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:58.718559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:58.718614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:58.718642] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:58.721932] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-11T20:32:58.722196] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-11T20:32:58.722314] [INFO ] [sig       ] SLRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:58.862688] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLRC.txt
[2025-12-11T20:32:58.862808] [INFO ] [sig       ] [2946/3605] Completed SLRC in 0.4s | 2.94 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-11T20:32:58.862845] [INFO ] [sig       ] [2947/3605] Forecasting SLS...
[2025-12-11T20:32:58.862875] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-11T20:32:58.862904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-11T20:32:58.874238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-11T20:32:58.874492] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-11T20:32:58.875257] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-11T20:32:58.875308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:58.875339] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:58.875364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:58.875424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:58.930963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:58.931620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:58.931698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:58.931728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:59.045483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:59.045623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:59.045661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:59.045719] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:59.048922] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=13.84%)
[2025-12-11T20:32:59.049190] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-11T20:32:59.049311] [INFO ] [sig       ] SLS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:32:59.188284] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLS.txt
[2025-12-11T20:32:59.188402] [INFO ] [sig       ] [2947/3605] Completed SLS in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-11T20:32:59.188440] [INFO ] [sig       ] [2948/3605] Forecasting SLVM...
[2025-12-11T20:32:59.188468] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-11T20:32:59.188496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-11T20:32:59.199479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-11T20:32:59.199747] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-11T20:32:59.200484] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-11T20:32:59.200533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:59.200564] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:59.200608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:59.200671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:59.257090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:59.257705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:59.257778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:59.257809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:59.380056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:59.380181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:59.380217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:59.380244] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:59.383452] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2025-12-11T20:32:59.383737] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-11T20:32:59.383856] [INFO ] [sig       ] SLVM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:59.525977] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SLVM.txt
[2025-12-11T20:32:59.526127] [INFO ] [sig       ] [2948/3605] Completed SLVM in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-11T20:32:59.526167] [INFO ] [sig       ] [2949/3605] Forecasting SLVO...
[2025-12-11T20:32:59.526196] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-11T20:32:59.526225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-11T20:32:59.538545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-11T20:32:59.538898] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-11T20:32:59.539664] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-11T20:32:59.539715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:59.539745] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:59.539771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:59.539826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:59.595668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:59.596399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:59.596476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:59.596506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:32:59.713397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:32:59.713542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:32:59.713597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:32:59.713643] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:32:59.716893] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=76.25%)
[2025-12-11T20:32:59.717156] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-11T20:32:59.717275] [INFO ] [sig       ] SLVO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:32:59.858066] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SLVO.txt
[2025-12-11T20:32:59.858211] [INFO ] [sig       ] [2949/3605] Completed SLVO in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-11T20:32:59.858249] [INFO ] [sig       ] [2950/3605] Forecasting SLXN...
[2025-12-11T20:32:59.858276] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-11T20:32:59.858305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-11T20:32:59.869498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-11T20:32:59.869879] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-11T20:32:59.870649] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-11T20:32:59.870699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:32:59.870729] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:32:59.870755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:32:59.870810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:32:59.929248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:32:59.930223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:32:59.930302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:32:59.930333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:00.046708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:00.046864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:00.046902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:00.046929] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:00.050598] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-11T20:33:00.050935] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-11T20:33:00.051069] [INFO ] [sig       ] SLXN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:00.199255] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SLXN.txt
[2025-12-11T20:33:00.199384] [INFO ] [sig       ] [2950/3605] Completed SLXN in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-11T20:33:00.199422] [INFO ] [sig       ] [2951/3605] Forecasting SM...
[2025-12-11T20:33:00.199450] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-11T20:33:00.199478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-11T20:33:00.211228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-11T20:33:00.211496] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-11T20:33:00.212281] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-11T20:33:00.212333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:00.212366] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:00.212392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:00.212448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:00.271627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:00.272241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:00.272318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:00.272350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:00.392852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:00.392995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:00.393034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:00.393062] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:00.396330] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=45.95%)
[2025-12-11T20:33:00.396608] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-11T20:33:00.396725] [INFO ] [sig       ] SM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:00.535617] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SM.txt
[2025-12-11T20:33:00.535763] [INFO ] [sig       ] [2951/3605] Completed SM in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-11T20:33:00.535803] [INFO ] [sig       ] [2952/3605] Forecasting SMBC...
[2025-12-11T20:33:00.535830] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-11T20:33:00.535858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-11T20:33:00.550312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-11T20:33:00.550711] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-11T20:33:00.551518] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-11T20:33:00.551586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:00.551622] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:00.551652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:00.551710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:00.616879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:00.617815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:00.617916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:00.617949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:00.745089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:00.745238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:00.745279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:00.745307] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:00.748778] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=13.60%)
[2025-12-11T20:33:00.749252] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-11T20:33:00.749373] [INFO ] [sig       ] SMBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:00.891916] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SMBC.txt
[2025-12-11T20:33:00.892046] [INFO ] [sig       ] [2952/3605] Completed SMBC in 0.4s | 2.94 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-11T20:33:00.892083] [INFO ] [sig       ] [2953/3605] Forecasting SMBK...
[2025-12-11T20:33:00.892112] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-11T20:33:00.892154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-11T20:33:00.903287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-11T20:33:00.903551] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-11T20:33:00.904339] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-11T20:33:00.904389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:00.904419] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:00.904445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:00.904509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:00.963270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:00.964066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:00.964144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:00.964175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:01.087799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:01.087930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:01.087969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:01.087997] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:01.091528] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-11T20:33:01.091827] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-11T20:33:01.092115] [INFO ] [sig       ] SMBK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:01.239376] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SMBK.txt
[2025-12-11T20:33:01.239517] [INFO ] [sig       ] [2953/3605] Completed SMBK in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-11T20:33:01.239554] [INFO ] [sig       ] [2954/3605] Forecasting SMCI...
[2025-12-11T20:33:01.239609] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-11T20:33:01.239641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-11T20:33:01.251503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-11T20:33:01.251836] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-11T20:33:01.252909] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-11T20:33:01.252968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:01.253000] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:01.253027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:01.253082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:01.315100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:01.316102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:01.316520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:01.316554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:01.451608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:01.451746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:01.451785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:01.451813] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:01.455485] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-12-11T20:33:01.455786] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-11T20:33:01.455914] [INFO ] [sig       ] SMCI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:01.608897] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SMCI.txt
[2025-12-11T20:33:01.609101] [INFO ] [sig       ] [2954/3605] Completed SMCI in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-11T20:33:01.609148] [INFO ] [sig       ] [2955/3605] Forecasting SMCX...
[2025-12-11T20:33:01.609190] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-11T20:33:01.609230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-11T20:33:01.628755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-11T20:33:01.629139] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-11T20:33:01.629946] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-11T20:33:01.630012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:01.630045] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:01.630071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:01.630127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:01.688154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:01.689077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:01.689162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:01.689194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:01.833151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:01.833307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:01.833346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:01.833373] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:01.836674] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=52.64%)
[2025-12-11T20:33:01.836943] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-11T20:33:01.837063] [INFO ] [sig       ] SMCX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:01.977736] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SMCX.txt
[2025-12-11T20:33:01.977997] [INFO ] [sig       ] [2955/3605] Completed SMCX in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-11T20:33:01.978069] [INFO ] [sig       ] [2956/3605] Forecasting SMFG...
[2025-12-11T20:33:01.978100] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-11T20:33:01.978129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-11T20:33:01.989627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-11T20:33:01.990020] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-11T20:33:01.991465] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-11T20:33:01.991518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:01.991550] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:01.991598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:01.991656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:02.050886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:02.051780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:02.051863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:02.051895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:02.179895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:02.180054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:02.180094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:02.180121] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:02.183456] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=41.50%)
[2025-12-11T20:33:02.183777] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-11T20:33:02.183906] [INFO ] [sig       ] SMFG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:02.324505] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SMFG.txt
[2025-12-11T20:33:02.324677] [INFO ] [sig       ] [2956/3605] Completed SMFG in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-11T20:33:02.324720] [INFO ] [sig       ] [2957/3605] Forecasting SMH...
[2025-12-11T20:33:02.324748] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-11T20:33:02.324777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-11T20:33:02.337474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-11T20:33:02.337922] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-11T20:33:02.338727] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-11T20:33:02.338780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:02.338812] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:02.338838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:02.338895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:02.398859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:02.400062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:02.400143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:02.400175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:02.531147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:02.531303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:02.531343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:02.531372] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:02.534724] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=75.65%)
[2025-12-11T20:33:02.535001] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-11T20:33:02.535123] [INFO ] [sig       ] SMH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:02.690482] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SMH.txt
[2025-12-11T20:33:02.690674] [INFO ] [sig       ] [2957/3605] Completed SMH in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-11T20:33:02.690717] [INFO ] [sig       ] [2958/3605] Forecasting SMHI...
[2025-12-11T20:33:02.690747] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-11T20:33:02.690777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-11T20:33:02.702245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-11T20:33:02.702510] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-11T20:33:02.703280] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-11T20:33:02.703332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:02.703364] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:02.703392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:02.703448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:02.760425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:02.761072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:02.761149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:02.761181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:02.875858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:02.876015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:02.876056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:02.876084] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:02.879390] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=13.77%)
[2025-12-11T20:33:02.879706] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-11T20:33:02.879850] [INFO ] [sig       ] SMHI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:03.020095] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SMHI.txt
[2025-12-11T20:33:03.020256] [INFO ] [sig       ] [2958/3605] Completed SMHI in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-11T20:33:03.020294] [INFO ] [sig       ] [2959/3605] Forecasting SMHX...
[2025-12-11T20:33:03.020324] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-11T20:33:03.020353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-11T20:33:03.034628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-11T20:33:03.035240] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-11T20:33:03.036292] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-11T20:33:03.036349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:03.036383] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:03.036412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:03.036470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:03.098919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:03.100114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:03.100220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:03.100256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:03.230875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:03.231106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:03.231151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:03.231183] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:03.235192] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=73.69%)
[2025-12-11T20:33:03.235538] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-11T20:33:03.235705] [INFO ] [sig       ] SMHX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:03.403892] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SMHX.txt
[2025-12-11T20:33:03.404121] [INFO ] [sig       ] [2959/3605] Completed SMHX in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-11T20:33:03.404166] [INFO ] [sig       ] [2960/3605] Forecasting SMID...
[2025-12-11T20:33:03.404198] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-11T20:33:03.404230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-11T20:33:03.418695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-11T20:33:03.419286] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-11T20:33:03.420333] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-11T20:33:03.420394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:03.420429] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:03.420456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:03.420514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:03.483167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:03.484216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:03.484304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:03.484338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:03.594511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:03.594685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:03.594726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:03.594754] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:03.598273] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-11T20:33:03.598679] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-11T20:33:03.598849] [INFO ] [sig       ] SMID: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:03.752100] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SMID.txt
[2025-12-11T20:33:03.752257] [INFO ] [sig       ] [2960/3605] Completed SMID in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-11T20:33:03.752299] [INFO ] [sig       ] [2961/3605] Forecasting SMPL...
[2025-12-11T20:33:03.752331] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-11T20:33:03.752363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-11T20:33:03.769049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-11T20:33:03.769693] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-11T20:33:03.770933] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-11T20:33:03.770997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:03.771083] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:03.771117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:03.771194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:03.835051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:03.836223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:03.836321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:03.836356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:03.962698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:03.962930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:03.962978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:03.963008] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:03.967098] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=69.64%)
[2025-12-11T20:33:03.967447] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-11T20:33:03.967616] [INFO ] [sig       ] SMPL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:04.122822] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SMPL.txt
[2025-12-11T20:33:04.123035] [INFO ] [sig       ] [2961/3605] Completed SMPL in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-11T20:33:04.123077] [INFO ] [sig       ] [2962/3605] Forecasting SMTC...
[2025-12-11T20:33:04.123107] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-11T20:33:04.123137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-11T20:33:04.137354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-11T20:33:04.137818] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-11T20:33:04.138764] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-11T20:33:04.138822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:04.138855] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:04.138882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:04.138939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:04.196055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:04.196975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:04.197063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:04.197096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:04.315723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:04.315942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:04.316011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:04.316050] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:04.319713] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-12-11T20:33:04.320043] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-11T20:33:04.320194] [INFO ] [sig       ] SMTC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:04.470725] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SMTC.txt
[2025-12-11T20:33:04.470881] [INFO ] [sig       ] [2962/3605] Completed SMTC in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-11T20:33:04.471115] [INFO ] [sig       ] [2963/3605] Forecasting SMTI...
[2025-12-11T20:33:04.471143] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-11T20:33:04.471172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-11T20:33:04.486555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-11T20:33:04.487157] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-11T20:33:04.488133] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-11T20:33:04.488186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:04.488222] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:04.488248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:04.488305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:04.550719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:04.552207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:04.552315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:04.552349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:04.681142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:04.681313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:04.681360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:04.681389] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:04.684959] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-11T20:33:04.685252] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-11T20:33:04.685386] [INFO ] [sig       ] SMTI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:04.836449] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SMTI.txt
[2025-12-11T20:33:04.836598] [INFO ] [sig       ] [2963/3605] Completed SMTI in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-11T20:33:04.836639] [INFO ] [sig       ] [2964/3605] Forecasting SMWB...
[2025-12-11T20:33:04.836667] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-11T20:33:04.836697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-11T20:33:04.849388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-11T20:33:04.849665] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-11T20:33:04.850398] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-11T20:33:04.850449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:04.850481] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:04.850507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:04.850563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:04.907352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:04.908185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:04.908262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:04.908293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:05.030517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:05.030694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:05.030734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:05.030797] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:05.034474] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=46.97%)
[2025-12-11T20:33:05.034755] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-11T20:33:05.034875] [INFO ] [sig       ] SMWB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:05.174092] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SMWB.txt
[2025-12-11T20:33:05.174221] [INFO ] [sig       ] [2964/3605] Completed SMWB in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-11T20:33:05.174258] [INFO ] [sig       ] [2965/3605] Forecasting SMX...
[2025-12-11T20:33:05.174288] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-11T20:33:05.174317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-11T20:33:05.186229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-11T20:33:05.186493] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-11T20:33:05.187251] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-11T20:33:05.187303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:05.187334] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:05.187360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:05.187414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:05.242992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:05.243652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:05.243726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:05.243757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:05.340194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:05.340340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:05.340379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:05.340405] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:05.343651] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-11T20:33:05.343913] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-11T20:33:05.344185] [INFO ] [sig       ] SMX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:05.490209] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SMX.txt
[2025-12-11T20:33:05.490355] [INFO ] [sig       ] [2965/3605] Completed SMX in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-11T20:33:05.490394] [INFO ] [sig       ] [2966/3605] Forecasting SN...
[2025-12-11T20:33:05.490423] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-11T20:33:05.490452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-11T20:33:05.503403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-11T20:33:05.503724] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-11T20:33:05.504475] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-11T20:33:05.504525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:05.504585] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:05.504616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:05.504672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:05.565617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:05.566712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:05.566805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:05.566845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:05.702085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:05.702256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:05.702300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:05.702329] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:05.706321] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-11T20:33:05.706673] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-11T20:33:05.706813] [INFO ] [sig       ] SN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:05.856815] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SN.txt
[2025-12-11T20:33:05.856970] [INFO ] [sig       ] [2966/3605] Completed SN in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-11T20:33:05.857009] [INFO ] [sig       ] [2967/3605] Forecasting SNA...
[2025-12-11T20:33:05.857037] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-11T20:33:05.857068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-11T20:33:05.869705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-11T20:33:05.869974] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-11T20:33:05.870740] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-11T20:33:05.870790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:05.870821] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:05.870846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:05.870901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:05.930834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:05.931515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:05.931613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:05.931650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:06.055169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:06.055328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:06.055366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:06.055393] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:06.059247] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-12-11T20:33:06.059515] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-11T20:33:06.059657] [INFO ] [sig       ] SNA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:06.208303] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SNA.txt
[2025-12-11T20:33:06.208434] [INFO ] [sig       ] [2967/3605] Completed SNA in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-11T20:33:06.208472] [INFO ] [sig       ] [2968/3605] Forecasting SNAP...
[2025-12-11T20:33:06.208500] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-11T20:33:06.208529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-11T20:33:06.221415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-11T20:33:06.221720] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-11T20:33:06.222718] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-11T20:33:06.222769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:06.222801] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:06.222830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:06.222886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:06.281761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:06.282536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:06.282644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:06.282679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:06.410158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:06.410323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:06.410365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:06.410393] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:06.414061] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-12-11T20:33:06.414464] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-11T20:33:06.414680] [INFO ] [sig       ] SNAP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:06.563006] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SNAP.txt
[2025-12-11T20:33:06.563161] [INFO ] [sig       ] [2968/3605] Completed SNAP in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-11T20:33:06.563203] [INFO ] [sig       ] [2969/3605] Forecasting SNCY...
[2025-12-11T20:33:06.563231] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-11T20:33:06.563272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-11T20:33:06.574686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-11T20:33:06.574965] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-11T20:33:06.575764] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-11T20:33:06.575816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:06.575848] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:06.575874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:06.575930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:06.633857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:06.634622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:06.634699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:06.634730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:06.753994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:06.754147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:06.754188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:06.754218] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:06.757556] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-11T20:33:06.757878] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-11T20:33:06.758004] [INFO ] [sig       ] SNCY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:06.901689] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SNCY.txt
[2025-12-11T20:33:06.901809] [INFO ] [sig       ] [2969/3605] Completed SNCY in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-11T20:33:06.901858] [INFO ] [sig       ] [2970/3605] Forecasting SND...
[2025-12-11T20:33:06.901887] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-11T20:33:06.901916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-11T20:33:06.913015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-11T20:33:06.913273] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-11T20:33:06.914041] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-11T20:33:06.914092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:06.914123] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:06.914150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:06.914205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:06.972318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:06.973054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:06.973133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:06.973164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:07.095181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:07.095329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:07.095368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:07.095396] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:07.098980] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-11T20:33:07.099254] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-11T20:33:07.099377] [INFO ] [sig       ] SND: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:07.241815] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SND.txt
[2025-12-11T20:33:07.241933] [INFO ] [sig       ] [2970/3605] Completed SND in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:07.241970] [INFO ] [sig       ] [2971/3605] Forecasting SNDL...
[2025-12-11T20:33:07.241998] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-11T20:33:07.242026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-11T20:33:07.253368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-11T20:33:07.253653] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-11T20:33:07.254391] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-11T20:33:07.254441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:07.254471] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:07.254498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:07.254553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:07.313251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:07.314228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:07.314342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:07.314375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:07.438608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:07.438775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:07.438816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:07.438844] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:07.442192] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=56.61%)
[2025-12-11T20:33:07.442464] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-11T20:33:07.442620] [INFO ] [sig       ] SNDL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:07.587120] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SNDL.txt
[2025-12-11T20:33:07.587256] [INFO ] [sig       ] [2971/3605] Completed SNDL in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:07.587302] [INFO ] [sig       ] [2972/3605] Forecasting SNDX...
[2025-12-11T20:33:07.587332] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-11T20:33:07.587362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-11T20:33:07.599141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-11T20:33:07.599450] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-11T20:33:07.600256] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-11T20:33:07.600308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:07.600340] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:07.600366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:07.600423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:07.660460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:07.661179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:07.661258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:07.661292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:07.784205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:07.784347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:07.784385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:07.784413] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:07.788300] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-11T20:33:07.788658] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-11T20:33:07.788807] [INFO ] [sig       ] SNDX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:07.934673] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SNDX.txt
[2025-12-11T20:33:07.934823] [INFO ] [sig       ] [2972/3605] Completed SNDX in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:07.934865] [INFO ] [sig       ] [2973/3605] Forecasting SNES...
[2025-12-11T20:33:07.934894] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-11T20:33:07.934923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-11T20:33:07.947731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-11T20:33:07.948307] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-11T20:33:07.949290] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-11T20:33:07.949341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:07.949373] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:07.949398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:07.949453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:08.006677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:08.007445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:08.007525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:08.007557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:08.125004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:08.125152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:08.125209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:08.125238] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:08.128553] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-11T20:33:08.128835] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-11T20:33:08.128954] [INFO ] [sig       ] SNES: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:08.270992] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SNES.txt
[2025-12-11T20:33:08.271113] [INFO ] [sig       ] [2973/3605] Completed SNES in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:08.271150] [INFO ] [sig       ] [2974/3605] Forecasting SNEX...
[2025-12-11T20:33:08.271178] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-11T20:33:08.271206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-11T20:33:08.282671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-11T20:33:08.282928] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-11T20:33:08.283716] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-11T20:33:08.283767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:08.283799] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:08.283825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:08.283881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:08.340258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:08.340896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:08.340970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:08.341002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:08.458513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:08.458674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:08.458714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:08.458742] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:08.462024] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-12-11T20:33:08.462283] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-11T20:33:08.462398] [INFO ] [sig       ] SNEX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:08.601720] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SNEX.txt
[2025-12-11T20:33:08.601863] [INFO ] [sig       ] [2974/3605] Completed SNEX in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:08.601902] [INFO ] [sig       ] [2975/3605] Forecasting SNFCA...
[2025-12-11T20:33:08.601930] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-11T20:33:08.601959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-11T20:33:08.613771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-11T20:33:08.614055] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-11T20:33:08.614823] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-11T20:33:08.614873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:08.614904] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:08.614931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:08.614985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:08.673947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:08.674648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:08.674742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:08.674775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:08.794093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:08.794236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:08.794275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:08.794302] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:08.797554] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-12-11T20:33:08.797834] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-11T20:33:08.797970] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:08.936755] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SNFCA.txt
[2025-12-11T20:33:08.936872] [INFO ] [sig       ] [2975/3605] Completed SNFCA in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:08.936909] [INFO ] [sig       ] [2976/3605] Forecasting SNGX...
[2025-12-11T20:33:08.936938] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-11T20:33:08.936966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-11T20:33:08.948650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-11T20:33:08.948936] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-11T20:33:08.949697] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-11T20:33:08.949746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:08.949777] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:08.949809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:08.949876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:09.009335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:09.010081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:09.010157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:09.010188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:09.130058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:09.130208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:09.130247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:09.130275] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:09.133554] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-11T20:33:09.133836] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-11T20:33:09.133954] [INFO ] [sig       ] SNGX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:09.270792] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SNGX.txt
[2025-12-11T20:33:09.270926] [INFO ] [sig       ] [2976/3605] Completed SNGX in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:09.270964] [INFO ] [sig       ] [2977/3605] Forecasting SNN...
[2025-12-11T20:33:09.270992] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-11T20:33:09.271022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-11T20:33:09.282266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-11T20:33:09.282546] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-11T20:33:09.283297] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-11T20:33:09.283346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:09.283388] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:09.283415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:09.283471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:09.338929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:09.339652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:09.339729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:09.339763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:09.456447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:09.456612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:09.456653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:09.456681] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:09.460036] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-11T20:33:09.460304] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-11T20:33:09.460422] [INFO ] [sig       ] SNN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:09.600433] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SNN.txt
[2025-12-11T20:33:09.600564] [INFO ] [sig       ] [2977/3605] Completed SNN in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:09.600621] [INFO ] [sig       ] [2978/3605] Forecasting SNOA...
[2025-12-11T20:33:09.600650] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-11T20:33:09.600679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-11T20:33:09.614715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-11T20:33:09.615205] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-11T20:33:09.616105] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-11T20:33:09.616163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:09.616230] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:09.616258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:09.616315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:09.675665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:09.676646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:09.676733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:09.676765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:09.796637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:09.796797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:09.796837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:09.796864] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:09.800342] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-11T20:33:09.800643] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-11T20:33:09.800770] [INFO ] [sig       ] SNOA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:09.947277] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SNOA.txt
[2025-12-11T20:33:09.947457] [INFO ] [sig       ] [2978/3605] Completed SNOA in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:09.947499] [INFO ] [sig       ] [2979/3605] Forecasting SNPS...
[2025-12-11T20:33:09.947532] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-11T20:33:09.947566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-11T20:33:09.960133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-11T20:33:09.960517] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-11T20:33:09.961315] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-11T20:33:09.961367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:09.961398] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:09.961423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:09.961477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:10.017899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:10.018761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:10.018843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:10.018878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:10.143005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:10.143162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:10.143202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:10.143231] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:10.146780] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-11T20:33:10.147072] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-11T20:33:10.147218] [INFO ] [sig       ] SNPS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:10.296642] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SNPS.txt
[2025-12-11T20:33:10.296779] [INFO ] [sig       ] [2979/3605] Completed SNPS in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-11T20:33:10.296816] [INFO ] [sig       ] [2980/3605] Forecasting SNTI...
[2025-12-11T20:33:10.296845] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-11T20:33:10.296873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-11T20:33:10.308807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-11T20:33:10.309125] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-11T20:33:10.309943] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-11T20:33:10.309995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:10.310029] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:10.310055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:10.310111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:10.367746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:10.368420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:10.368505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:10.368537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:10.490614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:10.490770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:10.490811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:10.490838] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:10.494245] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-11T20:33:10.494526] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-11T20:33:10.494666] [INFO ] [sig       ] SNTI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:10.634480] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SNTI.txt
[2025-12-11T20:33:10.634642] [INFO ] [sig       ] [2980/3605] Completed SNTI in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-11T20:33:10.634682] [INFO ] [sig       ] [2981/3605] Forecasting SNX...
[2025-12-11T20:33:10.634718] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-11T20:33:10.634749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-11T20:33:10.646661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-11T20:33:10.647010] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-11T20:33:10.647827] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-11T20:33:10.647902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:10.647935] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:10.647965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:10.648024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:10.705923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:10.706555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:10.706653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:10.706685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:10.830380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:10.830533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:10.830590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:10.830655] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:10.834084] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-12-11T20:33:10.834353] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-11T20:33:10.834474] [INFO ] [sig       ] SNX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:10.977593] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SNX.txt
[2025-12-11T20:33:10.977749] [INFO ] [sig       ] [2981/3605] Completed SNX in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-11T20:33:10.977791] [INFO ] [sig       ] [2982/3605] Forecasting SNY...
[2025-12-11T20:33:10.977827] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-11T20:33:10.977891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-11T20:33:10.989554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-11T20:33:10.989871] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-11T20:33:10.990719] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-11T20:33:10.990771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:10.990802] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:10.990827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:10.990882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:11.048898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:11.049766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:11.049847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:11.049881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:11.163731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:11.163885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:11.163924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:11.163950] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:11.167323] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=69.67%)
[2025-12-11T20:33:11.167609] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-11T20:33:11.167732] [INFO ] [sig       ] SNY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:11.306779] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SNY.txt
[2025-12-11T20:33:11.306930] [INFO ] [sig       ] [2982/3605] Completed SNY in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-11T20:33:11.306975] [INFO ] [sig       ] [2983/3605] Forecasting SO...
[2025-12-11T20:33:11.307007] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-11T20:33:11.307046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-11T20:33:11.318304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-11T20:33:11.318706] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-11T20:33:11.319458] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-11T20:33:11.319507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:11.319543] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:11.319595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:11.319658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:11.390257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:11.391161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:11.391249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:11.391280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:11.522247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:11.522406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:11.522447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:11.522477] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:11.525976] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-11T20:33:11.526297] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-11T20:33:11.526427] [INFO ] [sig       ] SO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:11.668764] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SO.txt
[2025-12-11T20:33:11.668925] [INFO ] [sig       ] [2983/3605] Completed SO in 0.4s | 2.94 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-11T20:33:11.668966] [INFO ] [sig       ] [2984/3605] Forecasting SOCL...
[2025-12-11T20:33:11.668994] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-11T20:33:11.669025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-11T20:33:11.680392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-11T20:33:11.680802] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-11T20:33:11.681563] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-11T20:33:11.681637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:11.681668] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:11.681693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:11.681748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:11.739176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:11.740112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:11.740197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:11.740229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:11.842502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:11.842677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:11.842718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:11.842761] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:11.846239] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-11T20:33:11.846513] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-11T20:33:11.846659] [INFO ] [sig       ] SOCL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:11.990679] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SOCL.txt
[2025-12-11T20:33:11.990825] [INFO ] [sig       ] [2984/3605] Completed SOCL in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-11T20:33:11.990868] [INFO ] [sig       ] [2985/3605] Forecasting SOFI...
[2025-12-11T20:33:11.990906] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-11T20:33:11.990943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-11T20:33:12.005690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-11T20:33:12.006065] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-11T20:33:12.006877] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-11T20:33:12.006932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:12.006964] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:12.006991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:12.007047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:12.069326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:12.070216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:12.070300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:12.070333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:12.191353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:12.191515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:12.191556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:12.191603] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:12.195116] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-12-11T20:33:12.195419] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-11T20:33:12.195561] [INFO ] [sig       ] SOFI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:12.335039] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SOFI.txt
[2025-12-11T20:33:12.335185] [INFO ] [sig       ] [2985/3605] Completed SOFI in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-11T20:33:12.335226] [INFO ] [sig       ] [2986/3605] Forecasting SOGP...
[2025-12-11T20:33:12.335254] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-11T20:33:12.335284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-11T20:33:12.348331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-11T20:33:12.348724] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-11T20:33:12.349488] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-11T20:33:12.349540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:12.349590] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:12.349620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:12.349676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:12.409533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:12.410607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:12.410691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:12.410760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:12.519692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:12.519848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:12.519888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:12.519916] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:12.523256] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2025-12-11T20:33:12.523621] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-11T20:33:12.523763] [INFO ] [sig       ] SOGP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:12.662946] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SOGP.txt
[2025-12-11T20:33:12.663109] [INFO ] [sig       ] [2986/3605] Completed SOGP in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-11T20:33:12.663149] [INFO ] [sig       ] [2987/3605] Forecasting SOJC...
[2025-12-11T20:33:12.663179] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-11T20:33:12.663207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-11T20:33:12.675376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-11T20:33:12.675743] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-11T20:33:12.676489] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-11T20:33:12.676539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:12.676592] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:12.676622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:12.676676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:12.732395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:12.733255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:12.733335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:12.733367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:12.849549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:12.849713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:12.849752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:12.849779] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:12.853110] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2025-12-11T20:33:12.853420] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-11T20:33:12.853548] [INFO ] [sig       ] SOJC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:12.991666] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SOJC.txt
[2025-12-11T20:33:12.991791] [INFO ] [sig       ] [2987/3605] Completed SOJC in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:12.991830] [INFO ] [sig       ] [2988/3605] Forecasting SOJD...
[2025-12-11T20:33:12.991858] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-11T20:33:12.991887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-11T20:33:13.004287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-11T20:33:13.004676] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-11T20:33:13.005447] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-11T20:33:13.005498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:13.005529] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:13.005556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:13.005657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:13.061710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:13.062528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:13.062656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:13.062690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:13.181632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:13.181827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:13.181873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:13.181902] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:13.185375] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=65.27%)
[2025-12-11T20:33:13.185683] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-11T20:33:13.185809] [INFO ] [sig       ] SOJD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:13.324192] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SOJD.txt
[2025-12-11T20:33:13.324350] [INFO ] [sig       ] [2988/3605] Completed SOJD in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:13.324389] [INFO ] [sig       ] [2989/3605] Forecasting SOJE...
[2025-12-11T20:33:13.324417] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-11T20:33:13.324446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-11T20:33:13.336327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-11T20:33:13.336610] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-11T20:33:13.337348] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-11T20:33:13.337397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:13.337429] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:13.337455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:13.337515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:13.393715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:13.394551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:13.394657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:13.394689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:13.510828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:13.510983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:13.511022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:13.511049] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:13.514389] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=69.89%)
[2025-12-11T20:33:13.514703] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-11T20:33:13.514828] [INFO ] [sig       ] SOJE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:13.655918] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SOJE.txt
[2025-12-11T20:33:13.656064] [INFO ] [sig       ] [2989/3605] Completed SOJE in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:13.656103] [INFO ] [sig       ] [2990/3605] Forecasting SOL...
[2025-12-11T20:33:13.656131] [INFO ] [sig       ] Generating forecast for: SOL
[2025-12-11T20:33:13.656160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-12-11T20:33:13.674844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-12-11T20:33:13.675603] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-12-11T20:33:13.677003] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-12-11T20:33:13.677080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:13.677130] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:13.677170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:13.677258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:13.746840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:13.748142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:13.748257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:13.748297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:13.867778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:13.868027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:13.868076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:13.868106] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:13.871933] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-11T20:33:13.872241] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-12-11T20:33:13.872379] [INFO ] [sig       ] SOL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:14.020160] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SOL.txt
[2025-12-11T20:33:14.020368] [INFO ] [sig       ] [2990/3605] Completed SOL in 0.4s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:14.020410] [INFO ] [sig       ] [2991/3605] Forecasting SON...
[2025-12-11T20:33:14.020438] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-11T20:33:14.020468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-11T20:33:14.034131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-11T20:33:14.034535] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-11T20:33:14.035417] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-11T20:33:14.035471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:14.035504] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:14.035533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:14.035622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:14.094116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:14.095305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:14.095404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:14.095437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:14.223104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:14.223327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:14.223372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:14.223401] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:14.227184] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=24.44%)
[2025-12-11T20:33:14.227557] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-11T20:33:14.227733] [INFO ] [sig       ] SON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:14.385503] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SON.txt
[2025-12-11T20:33:14.385785] [INFO ] [sig       ] [2991/3605] Completed SON in 0.4s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:14.385835] [INFO ] [sig       ] [2992/3605] Forecasting SONO...
[2025-12-11T20:33:14.385880] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-11T20:33:14.385913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-11T20:33:14.401129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-11T20:33:14.401943] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-11T20:33:14.403066] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-11T20:33:14.403120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:14.403153] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:14.403181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:14.403239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:14.462273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:14.463406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:14.463513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:14.463547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:14.585562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:14.585807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:14.585851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:14.585879] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:14.589768] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=37.72%)
[2025-12-11T20:33:14.590067] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-11T20:33:14.590199] [INFO ] [sig       ] SONO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:14.736838] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SONO.txt
[2025-12-11T20:33:14.737038] [INFO ] [sig       ] [2992/3605] Completed SONO in 0.4s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:14.737079] [INFO ] [sig       ] [2993/3605] Forecasting SOPA...
[2025-12-11T20:33:14.737111] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-11T20:33:14.737143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-11T20:33:14.750533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-11T20:33:14.751076] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-11T20:33:14.752171] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-11T20:33:14.752223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:14.752256] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:14.752283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:14.752339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:14.811612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:14.812617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:14.812711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:14.812744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:14.934622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:14.934854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:14.934901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:14.934930] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:14.938863] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=22.99%)
[2025-12-11T20:33:14.939168] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-11T20:33:14.939302] [INFO ] [sig       ] SOPA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:15.080416] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SOPA.txt
[2025-12-11T20:33:15.080600] [INFO ] [sig       ] [2993/3605] Completed SOPA in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:15.080644] [INFO ] [sig       ] [2994/3605] Forecasting SOPH...
[2025-12-11T20:33:15.080672] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-11T20:33:15.080702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-11T20:33:15.095193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-11T20:33:15.095672] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-11T20:33:15.096550] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-11T20:33:15.096623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:15.096657] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:15.096682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:15.096751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:15.159895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:15.161185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:15.161284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:15.161316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:15.286016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:15.286177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:15.286217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:15.286245] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:15.289807] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=13.00%)
[2025-12-11T20:33:15.290110] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-11T20:33:15.290241] [INFO ] [sig       ] SOPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:15.427562] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SOPH.txt
[2025-12-11T20:33:15.427698] [INFO ] [sig       ] [2994/3605] Completed SOPH in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:15.427737] [INFO ] [sig       ] [2995/3605] Forecasting SOUN...
[2025-12-11T20:33:15.427766] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-11T20:33:15.427794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-11T20:33:15.439055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-11T20:33:15.439339] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-11T20:33:15.440151] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-11T20:33:15.440201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:15.440255] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:15.440282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:15.440337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:15.497002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:15.497684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:15.497765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:15.497798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:15.616365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:15.616499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:15.616539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:15.616566] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:15.619919] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-11T20:33:15.620195] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-11T20:33:15.620318] [INFO ] [sig       ] SOUN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:15.757719] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SOUN.txt
[2025-12-11T20:33:15.757859] [INFO ] [sig       ] [2995/3605] Completed SOUN in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:15.757907] [INFO ] [sig       ] [2996/3605] Forecasting SOXQ...
[2025-12-11T20:33:15.757936] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-11T20:33:15.757966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-11T20:33:15.769150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-11T20:33:15.769462] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-11T20:33:15.770233] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-11T20:33:15.770283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:15.770313] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:15.770337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:15.770391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:15.827270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:15.828122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:15.828208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:15.828241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:15.956185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:15.956355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:15.956401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:15.956430] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:15.959992] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-11T20:33:15.960316] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-11T20:33:15.960448] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:16.099860] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SOXQ.txt
[2025-12-11T20:33:16.100031] [INFO ] [sig       ] [2996/3605] Completed SOXQ in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:16.100096] [INFO ] [sig       ] [2997/3605] Forecasting SOXX...
[2025-12-11T20:33:16.100131] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-11T20:33:16.100161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-11T20:33:16.111953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-11T20:33:16.112292] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-11T20:33:16.113098] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-11T20:33:16.113149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:16.113181] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:16.113208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:16.113263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:16.171144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:16.172463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:16.172564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:16.172623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:16.293993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:16.294167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:16.294208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:16.294236] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:16.297569] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=83.54%)
[2025-12-11T20:33:16.297885] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-11T20:33:16.298012] [INFO ] [sig       ] SOXX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:16.432832] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SOXX.txt
[2025-12-11T20:33:16.432964] [INFO ] [sig       ] [2997/3605] Completed SOXX in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-11T20:33:16.433002] [INFO ] [sig       ] [2998/3605] Forecasting SPAI...
[2025-12-11T20:33:16.433030] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-11T20:33:16.433058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-11T20:33:16.444014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-11T20:33:16.444313] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-11T20:33:16.445163] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-11T20:33:16.445215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:16.445248] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:16.445275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:16.445332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:16.502131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:16.502963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:16.503049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:16.503082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:16.621024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:16.621181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:16.621221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:16.621282] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:16.624712] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=26.97%)
[2025-12-11T20:33:16.624984] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-11T20:33:16.625110] [INFO ] [sig       ] SPAI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:16.767492] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPAI.txt
[2025-12-11T20:33:16.767657] [INFO ] [sig       ] [2998/3605] Completed SPAI in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-11T20:33:16.767706] [INFO ] [sig       ] [2999/3605] Forecasting SPB...
[2025-12-11T20:33:16.767735] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-11T20:33:16.767765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-11T20:33:16.779383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-11T20:33:16.779740] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-11T20:33:16.780522] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-11T20:33:16.780600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:16.780643] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:16.780671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:16.780730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:16.838098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:16.838906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:16.838989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:16.839022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:16.959774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:16.959937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:16.959983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:16.960012] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:16.963446] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-11T20:33:16.963740] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-11T20:33:16.963863] [INFO ] [sig       ] SPB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:17.102434] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SPB.txt
[2025-12-11T20:33:17.102606] [INFO ] [sig       ] [2999/3605] Completed SPB in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-11T20:33:17.102653] [INFO ] [sig       ] [3000/3605] Forecasting SPCB...
[2025-12-11T20:33:17.102681] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-11T20:33:17.102710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-11T20:33:17.113704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-11T20:33:17.114004] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-11T20:33:17.114769] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-11T20:33:17.114818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:17.114849] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:17.114875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:17.114930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:17.171655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:17.172480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:17.172592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:17.172638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:17.294778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:17.294939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:17.294982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:17.295012] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:17.298463] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=48.21%)
[2025-12-11T20:33:17.298761] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-11T20:33:17.298883] [INFO ] [sig       ] SPCB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:17.436868] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPCB.txt
[2025-12-11T20:33:17.436998] [INFO ] [sig       ] [3000/3605] Completed SPCB in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-11T20:33:17.437036] [INFO ] [sig       ] [3001/3605] Forecasting SPCE...
[2025-12-11T20:33:17.437064] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-11T20:33:17.437093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-11T20:33:17.451183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-11T20:33:17.451545] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-11T20:33:17.452359] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-11T20:33:17.452429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:17.452461] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:17.452487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:17.452541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:17.508699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:17.509399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:17.509477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:17.509508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:17.624438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:17.624608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:17.624649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:17.624675] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:17.627986] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2025-12-11T20:33:17.628256] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-11T20:33:17.628379] [INFO ] [sig       ] SPCE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:17.769803] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPCE.txt
[2025-12-11T20:33:17.769951] [INFO ] [sig       ] [3001/3605] Completed SPCE in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-11T20:33:17.770000] [INFO ] [sig       ] [3002/3605] Forecasting SPE...
[2025-12-11T20:33:17.770032] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-11T20:33:17.770062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-11T20:33:17.782217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-11T20:33:17.782532] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-11T20:33:17.783317] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-11T20:33:17.783369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:17.783402] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:17.783429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:17.783500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:17.860134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:17.861316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:17.861429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:17.861487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:17.982530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:17.982700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:17.982742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:17.982772] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:17.986119] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-11T20:33:17.986391] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-11T20:33:17.986513] [INFO ] [sig       ] SPE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:18.126344] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPE.txt
[2025-12-11T20:33:18.126495] [INFO ] [sig       ] [3002/3605] Completed SPE in 0.4s | 2.94 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-11T20:33:18.126536] [INFO ] [sig       ] [3003/3605] Forecasting SPFI...
[2025-12-11T20:33:18.126564] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-11T20:33:18.126612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-11T20:33:18.138049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-11T20:33:18.138622] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-11T20:33:18.139563] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-11T20:33:18.139635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:18.139666] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:18.139692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:18.139747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:18.197304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:18.198161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:18.198245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:18.198276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:18.313975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:18.314158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:18.314204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:18.314232] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:18.317614] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2025-12-11T20:33:18.317896] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-11T20:33:18.318014] [INFO ] [sig       ] SPFI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:18.454043] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPFI.txt
[2025-12-11T20:33:18.454173] [INFO ] [sig       ] [3003/3605] Completed SPFI in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-11T20:33:18.454210] [INFO ] [sig       ] [3004/3605] Forecasting SPG...
[2025-12-11T20:33:18.454240] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-11T20:33:18.454269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-11T20:33:18.465946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-11T20:33:18.466231] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-11T20:33:18.467006] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-11T20:33:18.467055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:18.467086] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:18.467114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:18.467171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:18.525810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:18.526840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:18.526928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:18.526961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:18.655904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:18.656078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:18.656129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:18.656160] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:18.659887] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-11T20:33:18.660200] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-11T20:33:18.660332] [INFO ] [sig       ] SPG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:18.808756] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SPG.txt
[2025-12-11T20:33:18.808901] [INFO ] [sig       ] [3004/3605] Completed SPG in 0.4s | 2.94 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-11T20:33:18.808951] [INFO ] [sig       ] [3005/3605] Forecasting SPGI...
[2025-12-11T20:33:18.808994] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-11T20:33:18.809035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-11T20:33:18.820824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-11T20:33:18.821142] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-11T20:33:18.821911] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-11T20:33:18.821961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:18.821992] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:18.822018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:18.822072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:18.878694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:18.879317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:18.879423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:18.879475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:19.001461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:19.001627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:19.001667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:19.001694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:19.004936] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-12-11T20:33:19.005198] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-11T20:33:19.005313] [INFO ] [sig       ] SPGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:19.146899] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPGI.txt
[2025-12-11T20:33:19.147030] [INFO ] [sig       ] [3005/3605] Completed SPGI in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:19.147069] [INFO ] [sig       ] [3006/3605] Forecasting SPH...
[2025-12-11T20:33:19.147098] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-11T20:33:19.147126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-11T20:33:19.158401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-11T20:33:19.158695] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-11T20:33:19.159435] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-11T20:33:19.159485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:19.159515] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:19.159541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:19.159615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:19.215910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:19.216534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:19.216626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:19.216659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:19.331053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:19.331209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:19.331250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:19.331277] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:19.334675] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-11T20:33:19.334979] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-11T20:33:19.335109] [INFO ] [sig       ] SPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:19.478603] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPH.txt
[2025-12-11T20:33:19.478728] [INFO ] [sig       ] [3006/3605] Completed SPH in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:19.478766] [INFO ] [sig       ] [3007/3605] Forecasting SPNS...
[2025-12-11T20:33:19.478794] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-11T20:33:19.478822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-11T20:33:19.489618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-11T20:33:19.489901] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-11T20:33:19.490693] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-11T20:33:19.490743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:19.490774] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:19.490800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:19.490855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:19.547043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:19.547674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:19.547749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:19.547781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:19.662455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:19.662618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:19.662658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:19.662685] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:19.665923] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-12-11T20:33:19.666180] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-11T20:33:19.666295] [INFO ] [sig       ] SPNS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:19.809764] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SPNS.txt
[2025-12-11T20:33:19.809912] [INFO ] [sig       ] [3007/3605] Completed SPNS in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:19.809951] [INFO ] [sig       ] [3008/3605] Forecasting SPOK...
[2025-12-11T20:33:19.809979] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-11T20:33:19.810007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-11T20:33:19.821099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-11T20:33:19.821368] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-11T20:33:19.822122] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-11T20:33:19.822171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:19.822202] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:19.822228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:19.822282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:19.880452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:19.881128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:19.881204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:19.881234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:19.997420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:19.997586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:19.997675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:19.997705] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:20.001028] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-11T20:33:20.001307] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-11T20:33:20.001430] [INFO ] [sig       ] SPOK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:20.139206] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SPOK.txt
[2025-12-11T20:33:20.139390] [INFO ] [sig       ] [3008/3605] Completed SPOK in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:20.139431] [INFO ] [sig       ] [3009/3605] Forecasting SPRC...
[2025-12-11T20:33:20.139462] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-11T20:33:20.139490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-11T20:33:20.151255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-11T20:33:20.151645] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-11T20:33:20.152441] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-11T20:33:20.152494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:20.152529] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:20.152563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:20.152667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:20.212780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:20.213656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:20.213741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:20.213774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:20.348926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:20.349133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:20.349205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:20.349240] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:20.352539] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2025-12-11T20:33:20.352822] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-11T20:33:20.352939] [INFO ] [sig       ] SPRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:20.492194] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPRC.txt
[2025-12-11T20:33:20.492354] [INFO ] [sig       ] [3009/3605] Completed SPRC in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:20.492393] [INFO ] [sig       ] [3010/3605] Forecasting SPRO...
[2025-12-11T20:33:20.492422] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-11T20:33:20.492451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-11T20:33:20.504422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-11T20:33:20.504822] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-11T20:33:20.505593] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-11T20:33:20.505645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:20.505676] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:20.505702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:20.505758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:20.562307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:20.562959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:20.563036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:20.563069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:20.680879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:20.681037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:20.681077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:20.681104] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:20.684348] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-12-11T20:33:20.684630] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-11T20:33:20.684751] [INFO ] [sig       ] SPRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:20.827122] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPRO.txt
[2025-12-11T20:33:20.827275] [INFO ] [sig       ] [3010/3605] Completed SPRO in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:20.827314] [INFO ] [sig       ] [3011/3605] Forecasting SPRX...
[2025-12-11T20:33:20.827342] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-11T20:33:20.827371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-11T20:33:20.839771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-11T20:33:20.840065] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-11T20:33:20.840832] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-11T20:33:20.840881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:20.840913] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:20.840939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:20.840994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:20.898729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:20.899558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:20.899661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:20.899693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:21.016404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:21.016556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:21.016616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:21.016646] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:21.019985] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-11T20:33:21.020267] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-11T20:33:21.020397] [INFO ] [sig       ] SPRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:21.211746] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SPRX.txt
[2025-12-11T20:33:21.211895] [INFO ] [sig       ] [3011/3605] Completed SPRX in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:21.211932] [INFO ] [sig       ] [3012/3605] Forecasting SPRY...
[2025-12-11T20:33:21.211962] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-11T20:33:21.211991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-11T20:33:21.223880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-11T20:33:21.224200] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-11T20:33:21.224972] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-11T20:33:21.225021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:21.225117] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:21.225152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:21.225208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:21.281626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:21.282260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:21.282338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:21.282371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:21.403124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:21.403260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:21.403299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:21.403327] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:21.406664] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-11T20:33:21.406937] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-11T20:33:21.407060] [INFO ] [sig       ] SPRY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:21.547784] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SPRY.txt
[2025-12-11T20:33:21.547929] [INFO ] [sig       ] [3012/3605] Completed SPRY in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:21.547969] [INFO ] [sig       ] [3013/3605] Forecasting SPSC...
[2025-12-11T20:33:21.548001] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-11T20:33:21.548031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-11T20:33:21.559638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-11T20:33:21.559917] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-11T20:33:21.560687] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-11T20:33:21.560737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:21.560767] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:21.560793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:21.560848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:21.618891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:21.619758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:21.619838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:21.619872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:21.734334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:21.734485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:21.734525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:21.734554] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:21.737971] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-12-11T20:33:21.738247] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-11T20:33:21.738369] [INFO ] [sig       ] SPSC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:21.881977] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SPSC.txt
[2025-12-11T20:33:21.882106] [INFO ] [sig       ] [3013/3605] Completed SPSC in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:21.882143] [INFO ] [sig       ] [3014/3605] Forecasting SPWH...
[2025-12-11T20:33:21.882171] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-11T20:33:21.882201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-11T20:33:21.894620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-11T20:33:21.895023] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-11T20:33:21.895835] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-11T20:33:21.895887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:21.895921] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:21.895947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:21.896002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:21.952486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:21.953364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:21.953456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:21.953491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:22.076098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:22.076250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:22.076289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:22.076317] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:22.079660] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-11T20:33:22.079920] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-11T20:33:22.080037] [INFO ] [sig       ] SPWH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:22.219670] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SPWH.txt
[2025-12-11T20:33:22.219808] [INFO ] [sig       ] [3014/3605] Completed SPWH in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-11T20:33:22.219845] [INFO ] [sig       ] [3015/3605] Forecasting SPXC...
[2025-12-11T20:33:22.219876] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-11T20:33:22.219913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-11T20:33:22.231511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-11T20:33:22.231862] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-11T20:33:22.232666] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-11T20:33:22.232718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:22.232750] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:22.232777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:22.232833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:22.289274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:22.289921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:22.289997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:22.290030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:22.422781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:22.422933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:22.422973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:22.423036] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:22.426477] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=57.77%)
[2025-12-11T20:33:22.426795] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-11T20:33:22.426924] [INFO ] [sig       ] SPXC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:22.565781] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SPXC.txt
[2025-12-11T20:33:22.565911] [INFO ] [sig       ] [3015/3605] Completed SPXC in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-11T20:33:22.565954] [INFO ] [sig       ] [3016/3605] Forecasting SPXX...
[2025-12-11T20:33:22.565983] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-11T20:33:22.566012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-11T20:33:22.577685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-11T20:33:22.577973] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-11T20:33:22.578741] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-11T20:33:22.578791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:22.578822] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:22.578848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:22.578902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:22.635496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:22.636129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:22.636203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:22.636234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:22.755651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:22.755797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:22.755835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:22.755863] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:22.759122] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=71.01%)
[2025-12-11T20:33:22.759412] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-11T20:33:22.759528] [INFO ] [sig       ] SPXX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:22.900120] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SPXX.txt
[2025-12-11T20:33:22.900245] [INFO ] [sig       ] [3016/3605] Completed SPXX in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-11T20:33:22.900283] [INFO ] [sig       ] [3017/3605] Forecasting SQM...
[2025-12-11T20:33:22.900312] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-11T20:33:22.900341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-11T20:33:22.911327] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SQM'.
[2025-12-11T20:33:22.911654] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-11T20:33:22.912403] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-11T20:33:22.912453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:22.912483] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:22.912509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:22.912565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:22.968922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:22.969566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:22.969659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:22.969690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:23.088292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:23.088438] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:33:23.088476] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:23.088505] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:23.091782] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=79.26%)
[2025-12-11T20:33:23.092041] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-11T20:33:23.092175] [INFO ] [sig       ] SQM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-11T20:33:23.229554] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SQM.txt
[2025-12-11T20:33:23.229701] [INFO ] [sig       ] [3017/3605] Completed SQM in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-11T20:33:23.229739] [INFO ] [sig       ] [3018/3605] Forecasting SQNS...
[2025-12-11T20:33:23.229768] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-11T20:33:23.229797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-11T20:33:23.241113] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SQNS'.
[2025-12-11T20:33:23.241406] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-11T20:33:23.242177] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-11T20:33:23.242227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:23.242257] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:23.242283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:23.242338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:23.299669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:23.300354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:23.300598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:23.300641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:23.416714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:23.416861] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:33:23.416900] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:23.416927] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:23.420216] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=31.19%)
[2025-12-11T20:33:23.420477] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-11T20:33:23.420615] [INFO ] [sig       ] SQNS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-11T20:33:23.558731] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SQNS.txt
[2025-12-11T20:33:23.558883] [INFO ] [sig       ] [3018/3605] Completed SQNS in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-11T20:33:23.558920] [INFO ] [sig       ] [3019/3605] Forecasting SQQQ...
[2025-12-11T20:33:23.558949] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-11T20:33:23.558985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-11T20:33:23.570295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-11T20:33:23.570662] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-11T20:33:23.571429] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-11T20:33:23.571479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:23.571510] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:23.571537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:23.571647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:23.628167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:23.629061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:23.629145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:23.629178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:23.753877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:23.754007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:23.754046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:23.754088] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:23.757330] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-11T20:33:23.757612] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-11T20:33:23.757730] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:23.894113] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SQQQ.txt
[2025-12-11T20:33:23.894254] [INFO ] [sig       ] [3019/3605] Completed SQQQ in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-11T20:33:23.894294] [INFO ] [sig       ] [3020/3605] Forecasting SRAD...
[2025-12-11T20:33:23.894323] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-11T20:33:23.894352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-11T20:33:23.905398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-11T20:33:23.905716] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-11T20:33:23.906462] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-11T20:33:23.906512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:23.906543] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:23.906568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:23.906642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:23.964637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:23.965468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:23.965553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:23.965605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:24.096499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:24.096662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:24.096701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:24.096728] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:24.100030] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-11T20:33:24.100308] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-11T20:33:24.100430] [INFO ] [sig       ] SRAD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:24.239674] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SRAD.txt
[2025-12-11T20:33:24.239816] [INFO ] [sig       ] [3020/3605] Completed SRAD in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-11T20:33:24.239854] [INFO ] [sig       ] [3021/3605] Forecasting SRBK...
[2025-12-11T20:33:24.239884] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-11T20:33:24.239913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-11T20:33:24.251809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-11T20:33:24.252161] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-11T20:33:24.252998] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-11T20:33:24.253051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:24.253084] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:24.253111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:24.253168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:24.311642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:24.312563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:24.312682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:24.312715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:24.432396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:24.432547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:24.432603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:24.432634] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:24.435931] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=59.31%)
[2025-12-11T20:33:24.436202] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-11T20:33:24.436326] [INFO ] [sig       ] SRBK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:24.576153] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SRBK.txt
[2025-12-11T20:33:24.576324] [INFO ] [sig       ] [3021/3605] Completed SRBK in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-11T20:33:24.576371] [INFO ] [sig       ] [3022/3605] Forecasting SRCE...
[2025-12-11T20:33:24.576405] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-11T20:33:24.576435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-11T20:33:24.588002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-11T20:33:24.588354] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-11T20:33:24.589123] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-11T20:33:24.589173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:24.589204] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:24.589232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:24.589287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:24.647048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:24.647971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:24.648086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:24.648120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:24.765206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:24.765363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:24.765402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:24.765430] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:24.769899] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-11T20:33:24.770326] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-11T20:33:24.770495] [INFO ] [sig       ] SRCE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:24.908696] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SRCE.txt
[2025-12-11T20:33:24.908830] [INFO ] [sig       ] [3022/3605] Completed SRCE in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-11T20:33:24.908869] [INFO ] [sig       ] [3023/3605] Forecasting SRE...
[2025-12-11T20:33:24.908897] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-11T20:33:24.908926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-11T20:33:24.920315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-11T20:33:24.920620] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-11T20:33:24.921382] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-11T20:33:24.921433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:24.921474] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:24.921501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:24.921556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:24.978110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:24.978706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:24.978782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:24.978813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:25.093684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:25.093839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:25.093878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:25.093906] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:25.097241] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=50.33%)
[2025-12-11T20:33:25.097541] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-11T20:33:25.097687] [INFO ] [sig       ] SRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:25.240300] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SRE.txt
[2025-12-11T20:33:25.240454] [INFO ] [sig       ] [3023/3605] Completed SRE in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:25.240494] [INFO ] [sig       ] [3024/3605] Forecasting SREA...
[2025-12-11T20:33:25.240522] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-11T20:33:25.240551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-11T20:33:25.251476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-11T20:33:25.251853] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-11T20:33:25.252644] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-11T20:33:25.252696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:25.252728] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:25.252754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:25.252809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:25.309747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:25.310600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:25.310685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:25.310717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:25.426257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:25.426416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:25.426456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:25.426483] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:25.429917] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-12-11T20:33:25.430196] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-11T20:33:25.430321] [INFO ] [sig       ] SREA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:25.571421] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SREA.txt
[2025-12-11T20:33:25.571586] [INFO ] [sig       ] [3024/3605] Completed SREA in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:25.571627] [INFO ] [sig       ] [3025/3605] Forecasting SRFM...
[2025-12-11T20:33:25.571656] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-11T20:33:25.571685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-11T20:33:25.582654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-11T20:33:25.583010] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-11T20:33:25.583791] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-11T20:33:25.583840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:25.583872] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:25.583898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:25.583953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:25.640569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:25.641424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:25.641512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:25.641554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:25.757772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:25.757950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:25.757993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:25.758021] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:25.761490] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-11T20:33:25.761798] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-11T20:33:25.761922] [INFO ] [sig       ] SRFM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:25.898837] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SRFM.txt
[2025-12-11T20:33:25.899024] [INFO ] [sig       ] [3025/3605] Completed SRFM in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:25.899063] [INFO ] [sig       ] [3026/3605] Forecasting SRG...
[2025-12-11T20:33:25.899093] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-11T20:33:25.899122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-11T20:33:25.910613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-11T20:33:25.910903] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-11T20:33:25.911711] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-11T20:33:25.911762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:25.911793] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:25.911819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:25.911873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:25.969872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:25.970776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:25.970862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:25.970894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:26.089336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:26.089491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:26.089532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:26.089561] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:26.092929] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-12-11T20:33:26.093207] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-11T20:33:26.093332] [INFO ] [sig       ] SRG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:26.231791] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SRG.txt
[2025-12-11T20:33:26.231922] [INFO ] [sig       ] [3026/3605] Completed SRG in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:26.231958] [INFO ] [sig       ] [3027/3605] Forecasting SRI...
[2025-12-11T20:33:26.231987] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-11T20:33:26.232023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-11T20:33:26.243333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-11T20:33:26.243630] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-11T20:33:26.244367] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-11T20:33:26.244417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:26.244447] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:26.244473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:26.244528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:26.301222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:26.301864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:26.301943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:26.301975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:26.419214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:26.419368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:26.419407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:26.419434] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:26.422722] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-11T20:33:26.422981] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-11T20:33:26.423097] [INFO ] [sig       ] SRI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:26.561122] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SRI.txt
[2025-12-11T20:33:26.561235] [INFO ] [sig       ] [3027/3605] Completed SRI in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:26.561278] [INFO ] [sig       ] [3028/3605] Forecasting SRRK...
[2025-12-11T20:33:26.561305] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-11T20:33:26.561333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-11T20:33:26.576894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-11T20:33:26.577428] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-11T20:33:26.578777] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-11T20:33:26.578843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:26.578888] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:26.578924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:26.579003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:26.641081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:26.642192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:26.642292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:26.642327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:26.768312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:26.768544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:26.768613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:26.768649] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:26.772510] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-12-11T20:33:26.772873] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-11T20:33:26.773017] [INFO ] [sig       ] SRRK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:26.920167] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SRRK.txt
[2025-12-11T20:33:26.920377] [INFO ] [sig       ] [3028/3605] Completed SRRK in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:26.920441] [INFO ] [sig       ] [3029/3605] Forecasting SRTS...
[2025-12-11T20:33:26.920474] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-11T20:33:26.920506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-11T20:33:26.933037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-11T20:33:26.933521] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-11T20:33:26.934465] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-11T20:33:26.934519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:26.934610] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:26.934642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:26.934703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:26.992630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:26.993715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:26.993812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:26.993845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:27.113177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:27.113388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:27.113432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:27.113459] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:27.117104] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-12-11T20:33:27.117448] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-11T20:33:27.117589] [INFO ] [sig       ] SRTS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:27.257143] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SRTS.txt
[2025-12-11T20:33:27.257339] [INFO ] [sig       ] [3029/3605] Completed SRTS in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:27.257381] [INFO ] [sig       ] [3030/3605] Forecasting SSB...
[2025-12-11T20:33:27.257410] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-11T20:33:27.257440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-11T20:33:27.270399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-11T20:33:27.270899] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-11T20:33:27.271863] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-11T20:33:27.271915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:27.271947] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:27.271972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:27.272029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:27.329862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:27.330964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:27.331060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:27.331093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:27.452067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:27.452297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:27.452343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:27.452401] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:27.456222] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=57.62%)
[2025-12-11T20:33:27.456527] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-11T20:33:27.456679] [INFO ] [sig       ] SSB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:27.597598] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SSB.txt
[2025-12-11T20:33:27.597814] [INFO ] [sig       ] [3030/3605] Completed SSB in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:27.597883] [INFO ] [sig       ] [3031/3605] Forecasting SSD...
[2025-12-11T20:33:27.597924] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-11T20:33:27.597957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-11T20:33:27.612043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-11T20:33:27.612555] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-11T20:33:27.613461] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-11T20:33:27.613513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:27.613547] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:27.613593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:27.613654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:27.674681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:27.675834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:27.675936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:27.675970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:27.800607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:27.800828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:27.800891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:27.800930] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:27.804826] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=44.75%)
[2025-12-11T20:33:27.805157] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-11T20:33:27.805290] [INFO ] [sig       ] SSD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:27.948715] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SSD.txt
[2025-12-11T20:33:27.948875] [INFO ] [sig       ] [3031/3605] Completed SSD in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:27.948915] [INFO ] [sig       ] [3032/3605] Forecasting SSL...
[2025-12-11T20:33:27.948944] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-11T20:33:27.948976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-11T20:33:27.961987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-11T20:33:27.962376] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-11T20:33:27.963280] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-11T20:33:27.963331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:27.963368] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:27.963402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:27.963461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:28.021313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:28.022243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:28.022336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:28.022369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:28.144036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:28.144261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:28.144306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:28.144372] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:28.148142] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-11T20:33:28.148445] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-11T20:33:28.148589] [INFO ] [sig       ] SSL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:28.291014] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SSL.txt
[2025-12-11T20:33:28.291222] [INFO ] [sig       ] [3032/3605] Completed SSL in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-11T20:33:28.291276] [INFO ] [sig       ] [3033/3605] Forecasting SSNC...
[2025-12-11T20:33:28.291308] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-11T20:33:28.291339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-11T20:33:28.304343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-11T20:33:28.304870] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-11T20:33:28.305737] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-11T20:33:28.305789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:28.305821] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:28.305847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:28.305904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:28.364135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:28.365265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:28.365364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:28.365397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:28.489362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:28.489602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:28.489650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:28.489681] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:28.493414] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2025-12-11T20:33:28.493730] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-11T20:33:28.493860] [INFO ] [sig       ] SSNC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:28.638101] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SSNC.txt
[2025-12-11T20:33:28.638277] [INFO ] [sig       ] [3033/3605] Completed SSNC in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-11T20:33:28.638316] [INFO ] [sig       ] [3034/3605] Forecasting SSP...
[2025-12-11T20:33:28.638343] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-11T20:33:28.638373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-11T20:33:28.650996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-11T20:33:28.651441] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-11T20:33:28.652317] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-11T20:33:28.652368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:28.652410] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:28.652439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:28.652514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:28.709602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:28.710655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:28.710746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:28.710779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:28.825928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:28.826088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:28.826129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:28.826156] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:28.829529] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-12-11T20:33:28.829819] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-11T20:33:28.829940] [INFO ] [sig       ] SSP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:28.972364] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SSP.txt
[2025-12-11T20:33:28.972558] [INFO ] [sig       ] [3034/3605] Completed SSP in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-11T20:33:28.972615] [INFO ] [sig       ] [3035/3605] Forecasting SSRM...
[2025-12-11T20:33:28.972646] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-11T20:33:28.972678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-11T20:33:28.985689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-11T20:33:28.986067] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-11T20:33:28.986982] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-11T20:33:28.987036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:28.987068] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:28.987095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:28.987154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:29.046143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:29.047259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:29.047359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:29.047391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:29.167946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:29.168180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:29.168226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:29.168253] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:29.172049] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-12-11T20:33:29.172351] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-11T20:33:29.172478] [INFO ] [sig       ] SSRM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:29.313424] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SSRM.txt
[2025-12-11T20:33:29.313640] [INFO ] [sig       ] [3035/3605] Completed SSRM in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-11T20:33:29.313693] [INFO ] [sig       ] [3036/3605] Forecasting SSSS...
[2025-12-11T20:33:29.313724] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-11T20:33:29.313757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-11T20:33:29.327639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-11T20:33:29.331150] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-11T20:33:29.332086] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-11T20:33:29.332155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:29.332190] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:29.332216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:29.332272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:29.390454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:29.391707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:29.391813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:29.391848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:29.515173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:29.515396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:29.515442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:29.515472] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:29.519421] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-11T20:33:29.519764] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-11T20:33:29.519905] [INFO ] [sig       ] SSSS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:29.679693] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SSSS.txt
[2025-12-11T20:33:29.679926] [INFO ] [sig       ] [3036/3605] Completed SSSS in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-11T20:33:29.679975] [INFO ] [sig       ] [3037/3605] Forecasting SSTI...
[2025-12-11T20:33:29.680005] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-11T20:33:29.680036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-11T20:33:29.695117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-11T20:33:29.695734] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-11T20:33:29.696672] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-11T20:33:29.696725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:29.696758] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:29.696783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:29.696840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:29.755452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:29.756567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:29.756689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:29.756723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:29.878286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:29.878519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:29.878563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:29.878612] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:29.882509] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-11T20:33:29.882852] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-11T20:33:29.882991] [INFO ] [sig       ] SSTI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:30.032655] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SSTI.txt
[2025-12-11T20:33:30.032850] [INFO ] [sig       ] [3037/3605] Completed SSTI in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-11T20:33:30.032892] [INFO ] [sig       ] [3038/3605] Forecasting SSTK...
[2025-12-11T20:33:30.032922] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-11T20:33:30.032954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-11T20:33:30.045884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-11T20:33:30.046249] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-11T20:33:30.047067] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-11T20:33:30.047118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:30.047150] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:30.047175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:30.047230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:30.102528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:30.103191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:30.103272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:30.103303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:30.218521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:30.218674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:30.218712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:30.218738] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:30.221988] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-11T20:33:30.222262] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-11T20:33:30.222380] [INFO ] [sig       ] SSTK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:30.357686] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SSTK.txt
[2025-12-11T20:33:30.357816] [INFO ] [sig       ] [3038/3605] Completed SSTK in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-11T20:33:30.357873] [INFO ] [sig       ] [3039/3605] Forecasting SSYS...
[2025-12-11T20:33:30.357905] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-11T20:33:30.357936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-11T20:33:30.368857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-11T20:33:30.369138] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-11T20:33:30.369929] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-11T20:33:30.369979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:30.370009] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:30.370036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:30.370090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:30.426222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:30.426864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:30.426970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:30.427002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:30.540863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:30.541028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:30.541068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:30.541096] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:30.544427] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=35.07%)
[2025-12-11T20:33:30.544717] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-11T20:33:30.544845] [INFO ] [sig       ] SSYS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:30.685969] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SSYS.txt
[2025-12-11T20:33:30.686178] [INFO ] [sig       ] [3039/3605] Completed SSYS in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-11T20:33:30.686219] [INFO ] [sig       ] [3040/3605] Forecasting STAA...
[2025-12-11T20:33:30.686249] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-11T20:33:30.686286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-11T20:33:30.698295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-11T20:33:30.698626] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-11T20:33:30.699388] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-11T20:33:30.699438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:30.699470] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:30.699496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:30.699551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:30.755184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:30.755994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:30.756089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:30.756122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:30.875677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:30.875836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:30.875876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:30.875904] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:30.879279] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=66.98%)
[2025-12-11T20:33:30.879557] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-11T20:33:30.879694] [INFO ] [sig       ] STAA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:31.019495] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STAA.txt
[2025-12-11T20:33:31.019647] [INFO ] [sig       ] [3040/3605] Completed STAA in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:31.019688] [INFO ] [sig       ] [3041/3605] Forecasting STAG...
[2025-12-11T20:33:31.019716] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-11T20:33:31.019743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-11T20:33:31.030716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-11T20:33:31.031006] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-11T20:33:31.031804] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-11T20:33:31.031856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:31.031887] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:31.031916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:31.031972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:31.089972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:31.090844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:31.090931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:31.090963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:31.213074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:31.213224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:31.213262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:31.213289] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:31.216538] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-12-11T20:33:31.216857] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-11T20:33:31.216996] [INFO ] [sig       ] STAG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:31.356636] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STAG.txt
[2025-12-11T20:33:31.356797] [INFO ] [sig       ] [3041/3605] Completed STAG in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:31.356839] [INFO ] [sig       ] [3042/3605] Forecasting STBA...
[2025-12-11T20:33:31.356867] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-11T20:33:31.356896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-11T20:33:31.368007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-11T20:33:31.368318] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-11T20:33:31.369146] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-11T20:33:31.369197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:31.369230] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:31.369256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:31.369311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:31.425944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:31.426862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:31.426946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:31.426977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:31.552836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:31.553007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:31.553062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:31.553102] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:31.557782] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-12-11T20:33:31.558362] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-11T20:33:31.558544] [INFO ] [sig       ] STBA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:31.697403] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STBA.txt
[2025-12-11T20:33:31.697596] [INFO ] [sig       ] [3042/3605] Completed STBA in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:31.697637] [INFO ] [sig       ] [3043/3605] Forecasting STC...
[2025-12-11T20:33:31.697667] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-11T20:33:31.697698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-11T20:33:31.708977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-11T20:33:31.709358] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-11T20:33:31.710156] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-11T20:33:31.710207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:31.710238] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:31.710264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:31.710318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:31.766653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:31.767483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:31.767567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:31.767620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:31.885153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:31.885330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:31.885371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:31.885399] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:31.888751] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-11T20:33:31.889039] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-11T20:33:31.889164] [INFO ] [sig       ] STC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:32.032881] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STC.txt
[2025-12-11T20:33:32.033036] [INFO ] [sig       ] [3043/3605] Completed STC in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:32.033076] [INFO ] [sig       ] [3044/3605] Forecasting STE...
[2025-12-11T20:33:32.033108] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-11T20:33:32.033140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-11T20:33:32.045077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-11T20:33:32.045410] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-11T20:33:32.046226] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-11T20:33:32.046279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:32.046310] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:32.046336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:32.046391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:32.106944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:32.107825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:32.107935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:32.107968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:32.227987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:32.228143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:32.228185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:32.228211] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:32.231733] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=59.22%)
[2025-12-11T20:33:32.232062] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-11T20:33:32.232199] [INFO ] [sig       ] STE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:32.377427] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STE.txt
[2025-12-11T20:33:32.377749] [INFO ] [sig       ] [3044/3605] Completed STE in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:32.377788] [INFO ] [sig       ] [3045/3605] Forecasting STEL...
[2025-12-11T20:33:32.377819] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-11T20:33:32.377951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-11T20:33:32.389726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-11T20:33:32.389999] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-11T20:33:32.390771] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-11T20:33:32.390821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:32.390853] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:32.390878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:32.390938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:32.446417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:32.447272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:32.447352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:32.447384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:32.564537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:32.564700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:32.564740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:32.564767] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:32.568015] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-11T20:33:32.568281] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-11T20:33:32.568397] [INFO ] [sig       ] STEL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:32.703833] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STEL.txt
[2025-12-11T20:33:32.703967] [INFO ] [sig       ] [3045/3605] Completed STEL in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:32.704005] [INFO ] [sig       ] [3046/3605] Forecasting STEM...
[2025-12-11T20:33:32.704033] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-11T20:33:32.704061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-11T20:33:32.714951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-11T20:33:32.715245] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-11T20:33:32.716010] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-11T20:33:32.716059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:32.716114] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:32.716141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:32.716199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:32.771642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:32.772422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:32.772500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:32.772532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:32.888632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:32.888785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:32.888826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:32.888853] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:32.892096] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-12-11T20:33:32.892360] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-11T20:33:32.892473] [INFO ] [sig       ] STEM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:33.028935] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STEM.txt
[2025-12-11T20:33:33.029086] [INFO ] [sig       ] [3046/3605] Completed STEM in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:33.029127] [INFO ] [sig       ] [3047/3605] Forecasting STEP...
[2025-12-11T20:33:33.029155] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-11T20:33:33.029184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-11T20:33:33.040351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-11T20:33:33.040658] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-11T20:33:33.041400] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-11T20:33:33.041452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:33.041495] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:33.041522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:33.041597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:33.097519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:33.101090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:33.101180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:33.101212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:33.214508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:33.214670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:33.214711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:33.214739] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:33.218007] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-12-11T20:33:33.218269] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-11T20:33:33.218386] [INFO ] [sig       ] STEP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:33.354923] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STEP.txt
[2025-12-11T20:33:33.355037] [INFO ] [sig       ] [3047/3605] Completed STEP in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:33.355074] [INFO ] [sig       ] [3048/3605] Forecasting STHO...
[2025-12-11T20:33:33.355103] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-11T20:33:33.355132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-11T20:33:33.366587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-11T20:33:33.366886] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-11T20:33:33.367652] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-11T20:33:33.367703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:33.367735] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:33.367763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:33.367818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:33.423318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:33.423971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:33.424046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:33.424079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:33.539161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:33.539279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:33.539315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:33.539342] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:33.542475] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-11T20:33:33.542762] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-11T20:33:33.542888] [INFO ] [sig       ] STHO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:33.679368] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STHO.txt
[2025-12-11T20:33:33.679504] [INFO ] [sig       ] [3048/3605] Completed STHO in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:33.679544] [INFO ] [sig       ] [3049/3605] Forecasting STI...
[2025-12-11T20:33:33.679599] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-11T20:33:33.679635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-11T20:33:33.690860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-11T20:33:33.691125] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-11T20:33:33.691922] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-11T20:33:33.691975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:33.692007] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:33.692033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:33.692089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:33.749351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:33.750045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:33.750125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:33.750158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:33.869479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:33.869660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:33.869704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:33.869765] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:33.873309] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-11T20:33:33.873624] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-11T20:33:33.873752] [INFO ] [sig       ] STI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:34.013735] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STI.txt
[2025-12-11T20:33:34.013899] [INFO ] [sig       ] [3049/3605] Completed STI in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-11T20:33:34.013939] [INFO ] [sig       ] [3050/3605] Forecasting STIM...
[2025-12-11T20:33:34.013968] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-11T20:33:34.013996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-11T20:33:34.025363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-11T20:33:34.025767] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-11T20:33:34.026548] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-11T20:33:34.026622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:34.026655] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:34.026681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:34.026736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:34.082428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:34.083289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:34.083371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:34.083403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:34.203504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:34.203684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:34.203725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:34.203752] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:34.207074] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=56.69%)
[2025-12-11T20:33:34.207359] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-11T20:33:34.207502] [INFO ] [sig       ] STIM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:34.346646] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STIM.txt
[2025-12-11T20:33:34.346769] [INFO ] [sig       ] [3050/3605] Completed STIM in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-11T20:33:34.346852] [INFO ] [sig       ] [3051/3605] Forecasting STK...
[2025-12-11T20:33:34.346883] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-11T20:33:34.346912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-11T20:33:34.357804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-11T20:33:34.358102] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-11T20:33:34.358877] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-11T20:33:34.358929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:34.358960] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:34.358986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:34.359042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:34.415634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:34.416334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:34.416411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:34.416442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:34.535797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:34.535941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:34.535980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:34.536009] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:34.540396] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=60.50%)
[2025-12-11T20:33:34.540908] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-11T20:33:34.541090] [INFO ] [sig       ] STK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:34.678704] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STK.txt
[2025-12-11T20:33:34.678842] [INFO ] [sig       ] [3051/3605] Completed STK in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-11T20:33:34.678881] [INFO ] [sig       ] [3052/3605] Forecasting STKH...
[2025-12-11T20:33:34.678909] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-11T20:33:34.678939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-11T20:33:34.690597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-11T20:33:34.690940] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-11T20:33:34.691710] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-11T20:33:34.691760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:34.691791] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:34.691817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:34.691872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:34.748630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:34.749347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:34.749426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:34.749460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:34.859862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:34.860025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:34.860064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:34.860091] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:34.863499] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-11T20:33:34.863808] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-11T20:33:34.863973] [INFO ] [sig       ] STKH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:35.000542] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STKH.txt
[2025-12-11T20:33:35.000698] [INFO ] [sig       ] [3052/3605] Completed STKH in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-11T20:33:35.000736] [INFO ] [sig       ] [3053/3605] Forecasting STKL...
[2025-12-11T20:33:35.000766] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-11T20:33:35.000794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-11T20:33:35.011979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-11T20:33:35.012315] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-11T20:33:35.013093] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-11T20:33:35.013144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:35.013176] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:35.013202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:35.013261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:35.069082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:35.069901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:35.069978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:35.070010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:35.191980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:35.192134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:35.192173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:35.192199] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:35.195468] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=52.17%)
[2025-12-11T20:33:35.195751] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-11T20:33:35.195867] [INFO ] [sig       ] STKL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:35.332996] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STKL.txt
[2025-12-11T20:33:35.333144] [INFO ] [sig       ] [3053/3605] Completed STKL in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-11T20:33:35.333181] [INFO ] [sig       ] [3054/3605] Forecasting STKS...
[2025-12-11T20:33:35.333211] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-11T20:33:35.333240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-11T20:33:35.344384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-11T20:33:35.344741] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-11T20:33:35.345481] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-11T20:33:35.345532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:35.345563] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:35.345613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:35.345670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:35.401919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:35.402766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:35.402848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:35.402878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:35.520883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:35.521040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:35.521095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:35.521123] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:35.524388] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-11T20:33:35.524669] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-11T20:33:35.524787] [INFO ] [sig       ] STKS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:35.664080] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STKS.txt
[2025-12-11T20:33:35.664226] [INFO ] [sig       ] [3054/3605] Completed STKS in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-11T20:33:35.664265] [INFO ] [sig       ] [3055/3605] Forecasting STLA...
[2025-12-11T20:33:35.664292] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-11T20:33:35.664320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-11T20:33:35.675915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-11T20:33:35.676210] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-11T20:33:35.676973] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-11T20:33:35.677022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:35.677052] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:35.677078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:35.677135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:35.734092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:35.734938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:35.735039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:35.735085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:35.852319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:35.852469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:35.852508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:35.852536] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:35.855810] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2025-12-11T20:33:35.856074] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-11T20:33:35.856189] [INFO ] [sig       ] STLA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:36.007868] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STLA.txt
[2025-12-11T20:33:36.008028] [INFO ] [sig       ] [3055/3605] Completed STLA in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-11T20:33:36.008068] [INFO ] [sig       ] [3056/3605] Forecasting STLD...
[2025-12-11T20:33:36.008097] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-11T20:33:36.008126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-11T20:33:36.019491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-11T20:33:36.019876] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-11T20:33:36.020648] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-11T20:33:36.020699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:36.020730] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:36.020757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:36.020812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:36.077001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:36.077896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:36.078048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:36.078082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:36.195464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:36.195639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:36.195681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:36.195709] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:36.198976] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-11T20:33:36.199242] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-11T20:33:36.199360] [INFO ] [sig       ] STLD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:36.335668] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STLD.txt
[2025-12-11T20:33:36.335789] [INFO ] [sig       ] [3056/3605] Completed STLD in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-11T20:33:36.335826] [INFO ] [sig       ] [3057/3605] Forecasting STM...
[2025-12-11T20:33:36.335855] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-11T20:33:36.335883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-11T20:33:36.347171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-11T20:33:36.347463] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-11T20:33:36.348241] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-11T20:33:36.348290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:36.348321] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:36.348347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:36.348402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:36.403909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:36.404531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:36.404628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:36.404662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:36.529559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:36.529761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:36.529809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:36.529839] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:36.533489] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=49.39%)
[2025-12-11T20:33:36.533816] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-11T20:33:36.533957] [INFO ] [sig       ] STM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:36.678894] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STM.txt
[2025-12-11T20:33:36.679043] [INFO ] [sig       ] [3057/3605] Completed STM in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-11T20:33:36.679081] [INFO ] [sig       ] [3058/3605] Forecasting STN...
[2025-12-11T20:33:36.679110] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-11T20:33:36.679138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-11T20:33:36.690660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-11T20:33:36.691009] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-11T20:33:36.691796] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-11T20:33:36.691848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:36.691893] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:36.691922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:36.691979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:36.751233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:36.752099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:36.752180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:36.752221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:36.868440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:36.868622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:36.868663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:36.868691] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:36.871954] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-11T20:33:36.872248] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-11T20:33:36.872389] [INFO ] [sig       ] STN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:37.015735] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STN.txt
[2025-12-11T20:33:37.015884] [INFO ] [sig       ] [3058/3605] Completed STN in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:37.015921] [INFO ] [sig       ] [3059/3605] Forecasting STNE...
[2025-12-11T20:33:37.015951] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-11T20:33:37.015979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-11T20:33:37.026988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-11T20:33:37.027243] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-11T20:33:37.028044] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-11T20:33:37.028095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:37.028126] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:37.028152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:37.028207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:37.086046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:37.086750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:37.086829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:37.086863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:37.210158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:37.210309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:37.210347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:37.210375] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:37.213690] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-12-11T20:33:37.213957] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-11T20:33:37.214073] [INFO ] [sig       ] STNE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:37.355619] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STNE.txt
[2025-12-11T20:33:37.355809] [INFO ] [sig       ] [3059/3605] Completed STNE in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:37.355849] [INFO ] [sig       ] [3060/3605] Forecasting STOK...
[2025-12-11T20:33:37.355879] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-11T20:33:37.355914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-11T20:33:37.367830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-11T20:33:37.368221] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-11T20:33:37.369043] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-11T20:33:37.369095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:37.369127] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:37.369155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:37.369211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:37.427424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:37.428336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:37.428418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:37.428452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:37.557644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:37.557795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:37.557833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:37.557889] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:37.561250] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2025-12-11T20:33:37.561531] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-11T20:33:37.561675] [INFO ] [sig       ] STOK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:37.703602] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STOK.txt
[2025-12-11T20:33:37.703775] [INFO ] [sig       ] [3060/3605] Completed STOK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:37.703828] [INFO ] [sig       ] [3061/3605] Forecasting STRA...
[2025-12-11T20:33:37.703867] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-11T20:33:37.703904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-11T20:33:37.715228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-11T20:33:37.715647] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-11T20:33:37.716442] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-11T20:33:37.716495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:37.716527] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:37.716554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:37.716634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:37.774560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:37.775420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:37.775502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:37.775535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:37.895390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:37.895537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:37.895594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:37.895626] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:37.899171] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=20.80%)
[2025-12-11T20:33:37.899441] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-11T20:33:37.899566] [INFO ] [sig       ] STRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:38.037173] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STRA.txt
[2025-12-11T20:33:38.037308] [INFO ] [sig       ] [3061/3605] Completed STRA in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:38.037347] [INFO ] [sig       ] [3062/3605] Forecasting STRL...
[2025-12-11T20:33:38.037381] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-11T20:33:38.037411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-11T20:33:38.049027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-11T20:33:38.049340] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-11T20:33:38.050131] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-11T20:33:38.050183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:38.050216] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:38.050243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:38.050299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:38.109915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:38.110697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:38.110773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:38.110805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:38.233341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:38.233498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:38.233539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:38.233567] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:38.236897] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2025-12-11T20:33:38.237178] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-11T20:33:38.237303] [INFO ] [sig       ] STRL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:38.375527] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STRL.txt
[2025-12-11T20:33:38.375697] [INFO ] [sig       ] [3062/3605] Completed STRL in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:38.375737] [INFO ] [sig       ] [3063/3605] Forecasting STRS...
[2025-12-11T20:33:38.375766] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-11T20:33:38.375795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-11T20:33:38.385724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-11T20:33:38.386001] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-11T20:33:38.386765] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-11T20:33:38.386815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:38.386885] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:38.386923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:38.386980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:38.444108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:38.444848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:38.444927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:38.444960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:38.538982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:38.539136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:38.539174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:38.539202] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:38.542460] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-12-11T20:33:38.542744] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-11T20:33:38.542861] [INFO ] [sig       ] STRS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:38.679944] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STRS.txt
[2025-12-11T20:33:38.680085] [INFO ] [sig       ] [3063/3605] Completed STRS in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:38.680125] [INFO ] [sig       ] [3064/3605] Forecasting STSS...
[2025-12-11T20:33:38.680152] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-11T20:33:38.680180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-11T20:33:38.691741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-11T20:33:38.692065] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-11T20:33:38.692818] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-11T20:33:38.692870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:38.692901] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:38.692927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:38.692982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:38.749434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:38.750263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:38.750341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:38.750373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:38.867166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:38.867319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:38.867358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:38.867385] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:38.870696] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=66.64%)
[2025-12-11T20:33:38.870963] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-11T20:33:38.871082] [INFO ] [sig       ] STSS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:39.012133] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STSS.txt
[2025-12-11T20:33:39.012303] [INFO ] [sig       ] [3064/3605] Completed STSS in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:39.012342] [INFO ] [sig       ] [3065/3605] Forecasting STTK...
[2025-12-11T20:33:39.012370] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-11T20:33:39.012399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-11T20:33:39.023971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-11T20:33:39.024335] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-11T20:33:39.025141] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-11T20:33:39.025193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:39.025225] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:39.025252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:39.025307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:39.080792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:39.081666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:39.081748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:39.081779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:39.199716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:39.199869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:39.199908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:39.199952] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:39.203209] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-11T20:33:39.203476] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-11T20:33:39.203610] [INFO ] [sig       ] STTK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:39.338457] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STTK.txt
[2025-12-11T20:33:39.338606] [INFO ] [sig       ] [3065/3605] Completed STTK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:39.338649] [INFO ] [sig       ] [3066/3605] Forecasting STVN...
[2025-12-11T20:33:39.338678] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-11T20:33:39.338708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-11T20:33:39.349729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-11T20:33:39.350008] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-11T20:33:39.350775] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-11T20:33:39.350825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:39.350856] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:39.350882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:39.350936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:39.406008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:39.406671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:39.406746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:39.406777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:39.521268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:39.521419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:39.521457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:39.521515] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:39.524810] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-11T20:33:39.525078] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-11T20:33:39.525194] [INFO ] [sig       ] STVN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:39.660544] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STVN.txt
[2025-12-11T20:33:39.660734] [INFO ] [sig       ] [3066/3605] Completed STVN in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:39.660776] [INFO ] [sig       ] [3067/3605] Forecasting STWD...
[2025-12-11T20:33:39.660804] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-11T20:33:39.660833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-11T20:33:39.672953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-11T20:33:39.673259] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-11T20:33:39.674054] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-11T20:33:39.674105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:39.674137] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:39.674162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:39.674217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:39.732056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:39.732928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:39.733013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:39.733061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:39.856823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:39.856976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:39.857016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:39.857045] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:39.860759] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=17.90%)
[2025-12-11T20:33:39.861042] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-11T20:33:39.861170] [INFO ] [sig       ] STWD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:40.001802] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STWD.txt
[2025-12-11T20:33:40.001941] [INFO ] [sig       ] [3067/3605] Completed STWD in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-11T20:33:40.001978] [INFO ] [sig       ] [3068/3605] Forecasting STX...
[2025-12-11T20:33:40.002007] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-11T20:33:40.002034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-11T20:33:40.013602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-11T20:33:40.013890] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-11T20:33:40.014652] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-11T20:33:40.014702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:40.014733] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:40.014759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:40.014815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:40.069816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:40.070473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:40.070550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:40.070598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:40.190663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:40.190816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:40.190855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:40.190883] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:40.194153] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-11T20:33:40.194417] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-11T20:33:40.194532] [INFO ] [sig       ] STX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:40.330684] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STX.txt
[2025-12-11T20:33:40.330808] [INFO ] [sig       ] [3068/3605] Completed STX in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-11T20:33:40.330846] [INFO ] [sig       ] [3069/3605] Forecasting STXE...
[2025-12-11T20:33:40.330875] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-11T20:33:40.330903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-11T20:33:40.342253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-11T20:33:40.342593] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-11T20:33:40.343328] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-11T20:33:40.343378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:40.343409] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:40.343446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:40.343502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:40.399261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:40.399984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:40.400061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:40.400092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:40.506039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:40.506188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:40.506227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:40.506254] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:40.509501] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-11T20:33:40.509784] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-11T20:33:40.509903] [INFO ] [sig       ] STXE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:40.648698] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/STXE.txt
[2025-12-11T20:33:40.648841] [INFO ] [sig       ] [3069/3605] Completed STXE in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-11T20:33:40.648878] [INFO ] [sig       ] [3070/3605] Forecasting STXG...
[2025-12-11T20:33:40.648907] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-11T20:33:40.648935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-11T20:33:40.660224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-11T20:33:40.660546] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-11T20:33:40.661293] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-11T20:33:40.661354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:40.661386] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:40.661412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:40.661467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:40.716922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:40.717711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:40.717789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:40.717821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:40.824546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:40.824717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:40.824757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:40.824785] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:40.828032] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-11T20:33:40.828297] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-11T20:33:40.828417] [INFO ] [sig       ] STXG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:40.965236] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/STXG.txt
[2025-12-11T20:33:40.965374] [INFO ] [sig       ] [3070/3605] Completed STXG in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-11T20:33:40.965413] [INFO ] [sig       ] [3071/3605] Forecasting SUI...
[2025-12-11T20:33:40.965442] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-11T20:33:40.965471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-11T20:33:40.977700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-11T20:33:40.977977] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-11T20:33:40.978739] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-11T20:33:40.978789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:40.978820] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:40.978846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:40.978901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:41.034629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:41.035280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:41.035356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:41.035388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:41.151559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:41.151758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:41.151800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:41.151827] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:41.155064] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-11T20:33:41.155319] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-11T20:33:41.155434] [INFO ] [sig       ] SUI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:41.293585] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SUI.txt
[2025-12-11T20:33:41.293740] [INFO ] [sig       ] [3071/3605] Completed SUI in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-11T20:33:41.293780] [INFO ] [sig       ] [3072/3605] Forecasting SUN...
[2025-12-11T20:33:41.293810] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-11T20:33:41.293839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-11T20:33:41.305071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-11T20:33:41.305324] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-11T20:33:41.306078] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-11T20:33:41.306127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:41.306157] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:41.306183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:41.306238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:41.362013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:41.362887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:41.362968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:41.362999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:41.482417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:41.482621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:41.482676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:41.482710] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:41.486095] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-11T20:33:41.486355] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-11T20:33:41.486474] [INFO ] [sig       ] SUN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:41.625655] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SUN.txt
[2025-12-11T20:33:41.625783] [INFO ] [sig       ] [3072/3605] Completed SUN in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-11T20:33:41.625821] [INFO ] [sig       ] [3073/3605] Forecasting SUNS...
[2025-12-11T20:33:41.625849] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-11T20:33:41.625897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-11T20:33:41.637340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-11T20:33:41.637613] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-11T20:33:41.638375] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-11T20:33:41.638425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:41.638455] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:41.638481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:41.638536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:41.700013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:41.700874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:41.700981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:41.701014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:41.834809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:41.834958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:41.834998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:41.835027] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:41.838473] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-11T20:33:41.838806] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-11T20:33:41.838932] [INFO ] [sig       ] SUNS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:41.980195] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SUNS.txt
[2025-12-11T20:33:41.980350] [INFO ] [sig       ] [3073/3605] Completed SUNS in 0.4s | 2.94 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-11T20:33:41.980390] [INFO ] [sig       ] [3074/3605] Forecasting SUPN...
[2025-12-11T20:33:41.980419] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-11T20:33:41.980448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-11T20:33:41.992826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-11T20:33:41.993138] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-11T20:33:41.993944] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-11T20:33:41.993995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:41.994033] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:41.994058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:41.994113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:42.051645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:42.052494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:42.052597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:42.052634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:42.173536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:42.173704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:42.173744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:42.173772] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:42.177234] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=84.57%)
[2025-12-11T20:33:42.177501] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-11T20:33:42.177637] [INFO ] [sig       ] SUPN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:42.323064] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SUPN.txt
[2025-12-11T20:33:42.323222] [INFO ] [sig       ] [3074/3605] Completed SUPN in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-11T20:33:42.323261] [INFO ] [sig       ] [3075/3605] Forecasting SURG...
[2025-12-11T20:33:42.323290] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-11T20:33:42.323319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-11T20:33:42.335154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-11T20:33:42.335489] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-11T20:33:42.336277] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-11T20:33:42.336330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:42.336362] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:42.336389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:42.336445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:42.394905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:42.395793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:42.395882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:42.395916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:42.514613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:42.514768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:42.514807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:42.514834] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:42.518158] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-11T20:33:42.518428] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-11T20:33:42.518550] [INFO ] [sig       ] SURG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:42.658528] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SURG.txt
[2025-12-11T20:33:42.658705] [INFO ] [sig       ] [3075/3605] Completed SURG in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-11T20:33:42.658746] [INFO ] [sig       ] [3076/3605] Forecasting SUSB...
[2025-12-11T20:33:42.658774] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-11T20:33:42.658802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-11T20:33:42.670873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-11T20:33:42.671188] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-11T20:33:42.672025] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-11T20:33:42.672085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:42.672124] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:42.672156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:42.672227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:42.729873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:42.730736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:42.730816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:42.730849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:42.851995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:42.852148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:42.852188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:42.852216] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:42.855534] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-11T20:33:42.855824] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-11T20:33:42.855944] [INFO ] [sig       ] SUSB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:42.992945] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SUSB.txt
[2025-12-11T20:33:42.993107] [INFO ] [sig       ] [3076/3605] Completed SUSB in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-11T20:33:42.993148] [INFO ] [sig       ] [3077/3605] Forecasting SUSC...
[2025-12-11T20:33:42.993177] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-11T20:33:42.993205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-11T20:33:43.005231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-11T20:33:43.005613] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-11T20:33:43.006369] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-11T20:33:43.006419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:43.006450] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:43.006476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:43.006531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:43.061413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:43.062037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:43.062110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:43.062142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:43.179786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:43.179955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:43.179992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:43.180020] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:43.183338] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-12-11T20:33:43.183628] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-11T20:33:43.183749] [INFO ] [sig       ] SUSC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:43.323692] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SUSC.txt
[2025-12-11T20:33:43.323838] [INFO ] [sig       ] [3077/3605] Completed SUSC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-11T20:33:43.323883] [INFO ] [sig       ] [3078/3605] Forecasting SUSL...
[2025-12-11T20:33:43.323911] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-11T20:33:43.323940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-11T20:33:43.336141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-11T20:33:43.336537] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-11T20:33:43.337320] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-11T20:33:43.337371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:43.337404] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:43.337431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:43.337487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:43.395282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:43.396135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:43.396214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:43.396246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:43.511526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:43.511718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:43.511758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:43.511785] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:43.515106] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-11T20:33:43.515380] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-11T20:33:43.515503] [INFO ] [sig       ] SUSL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:43.653299] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SUSL.txt
[2025-12-11T20:33:43.653451] [INFO ] [sig       ] [3078/3605] Completed SUSL in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-11T20:33:43.653490] [INFO ] [sig       ] [3079/3605] Forecasting SUUN...
[2025-12-11T20:33:43.653519] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-11T20:33:43.653548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-11T20:33:43.665022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-11T20:33:43.665358] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-11T20:33:43.666141] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-11T20:33:43.666191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:43.666223] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:43.666248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:43.666303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:43.721809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:43.722687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:43.722766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:43.722798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:43.839526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:43.839695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:43.839738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:43.839768] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:43.843004] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=66.06%)
[2025-12-11T20:33:43.843265] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-11T20:33:43.843382] [INFO ] [sig       ] SUUN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:43.979379] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SUUN.txt
[2025-12-11T20:33:43.979510] [INFO ] [sig       ] [3079/3605] Completed SUUN in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-11T20:33:43.979548] [INFO ] [sig       ] [3080/3605] Forecasting SUZ...
[2025-12-11T20:33:43.979596] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-11T20:33:43.979627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-11T20:33:43.991126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-11T20:33:43.991441] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-11T20:33:43.992205] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-11T20:33:43.992255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:43.992309] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:43.992336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:43.992391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:44.047941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:44.048713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:44.048790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:44.048822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:44.171117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:44.171284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:44.171334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:44.171369] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:44.175095] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-11T20:33:44.175411] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-11T20:33:44.175542] [INFO ] [sig       ] SUZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:44.321204] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SUZ.txt
[2025-12-11T20:33:44.321371] [INFO ] [sig       ] [3080/3605] Completed SUZ in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-11T20:33:44.321413] [INFO ] [sig       ] [3081/3605] Forecasting SVC...
[2025-12-11T20:33:44.321441] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-11T20:33:44.321470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-11T20:33:44.333606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-11T20:33:44.334034] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-11T20:33:44.334937] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-11T20:33:44.334992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:44.335025] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:44.335053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:44.335110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:44.391678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:44.392592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:44.392672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:44.392706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:44.509742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:44.509900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:44.509941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:44.509968] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:44.513497] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=55.10%)
[2025-12-11T20:33:44.513881] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-11T20:33:44.514020] [INFO ] [sig       ] SVC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:44.653141] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SVC.txt
[2025-12-11T20:33:44.653287] [INFO ] [sig       ] [3081/3605] Completed SVC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-11T20:33:44.653324] [INFO ] [sig       ] [3082/3605] Forecasting SVCO...
[2025-12-11T20:33:44.653354] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-11T20:33:44.653383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-11T20:33:44.664690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-11T20:33:44.665037] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-11T20:33:44.665839] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-11T20:33:44.665901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:44.665934] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:44.665961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:44.666017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:44.722136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:44.723020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:44.723101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:44.723133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:44.840147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:44.840294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:44.840333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:44.840360] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:44.843620] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-11T20:33:44.843886] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-11T20:33:44.844002] [INFO ] [sig       ] SVCO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:44.989597] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SVCO.txt
[2025-12-11T20:33:44.989752] [INFO ] [sig       ] [3082/3605] Completed SVCO in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-11T20:33:44.989790] [INFO ] [sig       ] [3083/3605] Forecasting SVRA...
[2025-12-11T20:33:44.989820] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-11T20:33:44.989851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-11T20:33:45.001180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-11T20:33:45.001499] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-11T20:33:45.002264] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-11T20:33:45.002315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:45.002346] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:45.002372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:45.002426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:45.058510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:45.059433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:45.059517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:45.059549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:45.173167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:45.173316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:45.173356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:45.173416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:45.176695] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2025-12-11T20:33:45.176963] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-11T20:33:45.177080] [INFO ] [sig       ] SVRA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:45.313509] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SVRA.txt
[2025-12-11T20:33:45.313676] [INFO ] [sig       ] [3083/3605] Completed SVRA in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-11T20:33:45.313716] [INFO ] [sig       ] [3084/3605] Forecasting SWBI...
[2025-12-11T20:33:45.313746] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-11T20:33:45.313776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-11T20:33:45.325087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-11T20:33:45.325423] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-11T20:33:45.326187] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-11T20:33:45.326237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:45.326268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:45.326294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:45.326348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:45.382819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:45.383678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:45.383762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:45.383795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:45.501269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:45.501405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:45.501444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:45.501471] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:45.504859] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=39.32%)
[2025-12-11T20:33:45.505129] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-11T20:33:45.505248] [INFO ] [sig       ] SWBI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:45.646303] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SWBI.txt
[2025-12-11T20:33:45.646427] [INFO ] [sig       ] [3084/3605] Completed SWBI in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-11T20:33:45.646463] [INFO ] [sig       ] [3085/3605] Forecasting SWIM...
[2025-12-11T20:33:45.646491] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-11T20:33:45.646520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-11T20:33:45.658228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-11T20:33:45.658506] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-11T20:33:45.659266] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-11T20:33:45.659316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:45.659348] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:45.659374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:45.659429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:45.715728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:45.716380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:45.716457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:45.716489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:45.835961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:45.836114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:45.836154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:45.836182] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:45.839495] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=36.39%)
[2025-12-11T20:33:45.839805] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-11T20:33:45.839933] [INFO ] [sig       ] SWIM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:45.978158] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SWIM.txt
[2025-12-11T20:33:45.978296] [INFO ] [sig       ] [3085/3605] Completed SWIM in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-11T20:33:45.978339] [INFO ] [sig       ] [3086/3605] Forecasting SWK...
[2025-12-11T20:33:45.978369] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-11T20:33:45.978398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-11T20:33:45.989525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-11T20:33:45.989820] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-11T20:33:45.990563] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-11T20:33:45.990631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:45.990663] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:45.990690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:45.990745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:46.046177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:46.046914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:46.046995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:46.047026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:46.166703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:46.166849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:46.166888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:46.166916] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:46.170180] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=22.85%)
[2025-12-11T20:33:46.170451] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-11T20:33:46.170566] [INFO ] [sig       ] SWK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:46.306110] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SWK.txt
[2025-12-11T20:33:46.306236] [INFO ] [sig       ] [3086/3605] Completed SWK in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-11T20:33:46.306273] [INFO ] [sig       ] [3087/3605] Forecasting SWKS...
[2025-12-11T20:33:46.306302] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-11T20:33:46.306331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-11T20:33:46.317311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-11T20:33:46.317601] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-11T20:33:46.318384] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-11T20:33:46.318436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:46.318467] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:46.318493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:46.318547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:46.375809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:46.376550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:46.376645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:46.376681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:46.501716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:46.501892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:46.501931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:46.501959] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:46.505359] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-11T20:33:46.505663] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-11T20:33:46.505784] [INFO ] [sig       ] SWKS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:46.647864] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SWKS.txt
[2025-12-11T20:33:46.647998] [INFO ] [sig       ] [3087/3605] Completed SWKS in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-11T20:33:46.648037] [INFO ] [sig       ] [3088/3605] Forecasting SWX...
[2025-12-11T20:33:46.648066] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-11T20:33:46.648095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-11T20:33:46.660406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-11T20:33:46.660786] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-11T20:33:46.661620] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-11T20:33:46.661672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:46.661704] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:46.661731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:46.661786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:46.720711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:46.721628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:46.721718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:46.721756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:46.838425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:46.838603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:46.838646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:46.838673] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:46.842026] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-11T20:33:46.842303] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-11T20:33:46.842426] [INFO ] [sig       ] SWX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:46.981610] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SWX.txt
[2025-12-11T20:33:46.981770] [INFO ] [sig       ] [3088/3605] Completed SWX in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-11T20:33:46.981808] [INFO ] [sig       ] [3089/3605] Forecasting SWZ...
[2025-12-11T20:33:46.981835] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-11T20:33:46.981865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-11T20:33:46.993378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-11T20:33:46.993741] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-11T20:33:46.994499] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-11T20:33:46.994549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:46.994601] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:46.994630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:46.994684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:47.051672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:47.052515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:47.052612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:47.052646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:47.163969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:47.164118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:47.164176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:47.164205] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:47.167501] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-12-11T20:33:47.167811] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-11T20:33:47.168045] [INFO ] [sig       ] SWZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:47.306533] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SWZ.txt
[2025-12-11T20:33:47.306706] [INFO ] [sig       ] [3089/3605] Completed SWZ in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-11T20:33:47.306744] [INFO ] [sig       ] [3090/3605] Forecasting SXC...
[2025-12-11T20:33:47.306774] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-11T20:33:47.306805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-11T20:33:47.320463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-11T20:33:47.320834] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-11T20:33:47.321826] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-11T20:33:47.321889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:47.321931] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:47.321970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:47.322053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:47.387451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:47.388324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:47.388438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:47.388471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:47.507967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:47.508117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:47.508156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:47.508184] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:47.511441] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=37.03%)
[2025-12-11T20:33:47.511724] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-11T20:33:47.511843] [INFO ] [sig       ] SXC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:47.652344] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SXC.txt
[2025-12-11T20:33:47.652488] [INFO ] [sig       ] [3090/3605] Completed SXC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-11T20:33:47.652524] [INFO ] [sig       ] [3091/3605] Forecasting SXI...
[2025-12-11T20:33:47.652562] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-11T20:33:47.652613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-11T20:33:47.664018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-11T20:33:47.664332] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-11T20:33:47.665105] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-11T20:33:47.665155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:47.665187] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:47.665213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:47.665267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:47.724360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:47.725295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:47.725379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:47.725413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:47.857887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:47.858281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:47.858380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:47.858433] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:47.862242] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-11T20:33:47.862532] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-11T20:33:47.862698] [INFO ] [sig       ] SXI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:48.005200] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SXI.txt
[2025-12-11T20:33:48.005360] [INFO ] [sig       ] [3091/3605] Completed SXI in 0.4s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-11T20:33:48.005401] [INFO ] [sig       ] [3092/3605] Forecasting SXTC...
[2025-12-11T20:33:48.005429] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-11T20:33:48.005458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-11T20:33:48.017007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-11T20:33:48.017337] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-11T20:33:48.018115] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-11T20:33:48.018166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:48.018197] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:48.018223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:48.018277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:48.074263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:48.075090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:48.075170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:48.075202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:48.189041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:48.189192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:48.189231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:48.189258] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:48.192532] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-11T20:33:48.192811] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-11T20:33:48.192927] [INFO ] [sig       ] SXTC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:48.331321] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SXTC.txt
[2025-12-11T20:33:48.331449] [INFO ] [sig       ] [3092/3605] Completed SXTC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-11T20:33:48.331486] [INFO ] [sig       ] [3093/3605] Forecasting SY...
[2025-12-11T20:33:48.331514] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-11T20:33:48.331543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-11T20:33:48.343082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-11T20:33:48.343355] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-11T20:33:48.344139] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-11T20:33:48.344189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:48.344256] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:48.344285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:48.344340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:48.400909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:48.401481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:48.401559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:48.401607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:48.515748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:48.515881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:48.515917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:48.515945] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:48.519150] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-12-11T20:33:48.519405] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-11T20:33:48.519520] [INFO ] [sig       ] SY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:48.658078] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SY.txt
[2025-12-11T20:33:48.658447] [INFO ] [sig       ] [3093/3605] Completed SY in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-11T20:33:48.658485] [INFO ] [sig       ] [3094/3605] Forecasting SYF...
[2025-12-11T20:33:48.658515] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-11T20:33:48.658544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-11T20:33:48.669877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-11T20:33:48.670193] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-11T20:33:48.670953] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-11T20:33:48.671003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:48.671036] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:48.671062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:48.671117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:48.732043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:48.732940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:48.733018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:48.733051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:48.855718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:48.855869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:48.855921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:48.855955] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:48.859347] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-11T20:33:48.859638] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-11T20:33:48.859771] [INFO ] [sig       ] SYF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:49.002608] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SYF.txt
[2025-12-11T20:33:49.002767] [INFO ] [sig       ] [3094/3605] Completed SYF in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-11T20:33:49.002815] [INFO ] [sig       ] [3095/3605] Forecasting SYK...
[2025-12-11T20:33:49.002849] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-11T20:33:49.002884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-11T20:33:49.014637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-11T20:33:49.014953] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-11T20:33:49.015744] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-11T20:33:49.015796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:49.015827] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:49.015854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:49.015910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:49.074817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:49.075501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:49.075598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:49.075633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:49.197490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:49.197650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:49.197690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:49.197716] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:49.201044] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-12-11T20:33:49.201314] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-11T20:33:49.201432] [INFO ] [sig       ] SYK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:49.339370] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SYK.txt
[2025-12-11T20:33:49.339496] [INFO ] [sig       ] [3095/3605] Completed SYK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-11T20:33:49.339534] [INFO ] [sig       ] [3096/3605] Forecasting SYM...
[2025-12-11T20:33:49.339562] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-11T20:33:49.339612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-11T20:33:49.350769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-11T20:33:49.351077] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-11T20:33:49.351853] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-11T20:33:49.351904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:49.351937] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:49.351964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:49.352020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:49.410311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:49.411035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:49.411114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:49.411146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:49.530873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:49.531019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:49.531057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:49.531085] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:49.534412] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-11T20:33:49.534700] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-11T20:33:49.534827] [INFO ] [sig       ] SYM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:49.679745] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SYM.txt
[2025-12-11T20:33:49.679920] [INFO ] [sig       ] [3096/3605] Completed SYM in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-11T20:33:49.679963] [INFO ] [sig       ] [3097/3605] Forecasting SYNA...
[2025-12-11T20:33:49.679991] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-11T20:33:49.680027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-11T20:33:49.691242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-11T20:33:49.691493] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-11T20:33:49.692240] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-11T20:33:49.692290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:49.692345] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:49.692373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:49.692429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:49.750203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:49.750835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:49.750909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:49.750940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:49.870028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:49.870179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:49.870219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:49.870247] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:49.873632] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-12-11T20:33:49.873960] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-11T20:33:49.874094] [INFO ] [sig       ] SYNA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:50.013627] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SYNA.txt
[2025-12-11T20:33:50.013779] [INFO ] [sig       ] [3097/3605] Completed SYNA in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-11T20:33:50.013818] [INFO ] [sig       ] [3098/3605] Forecasting SYRE...
[2025-12-11T20:33:50.013847] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-11T20:33:50.013875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-11T20:33:50.025315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-11T20:33:50.025649] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-11T20:33:50.026381] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-11T20:33:50.026430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:50.026461] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:50.026487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:50.026542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:50.082514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:50.083120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:50.083193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:50.083224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:50.203673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:50.203820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:50.203861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:50.203891] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:50.207195] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-12-11T20:33:50.207464] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-11T20:33:50.207599] [INFO ] [sig       ] SYRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:50.346010] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/SYRE.txt
[2025-12-11T20:33:50.346146] [INFO ] [sig       ] [3098/3605] Completed SYRE in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-11T20:33:50.346191] [INFO ] [sig       ] [3099/3605] Forecasting SYY...
[2025-12-11T20:33:50.346220] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-11T20:33:50.346248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-11T20:33:50.357357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-11T20:33:50.357642] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-11T20:33:50.358400] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-11T20:33:50.358450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:50.358480] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:50.358507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:50.358561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:50.420016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:50.421098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:50.421180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:50.421211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:50.539386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:50.539540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:50.539598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:50.539628] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:50.542930] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-11T20:33:50.543206] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-11T20:33:50.543329] [INFO ] [sig       ] SYY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:50.678106] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/SYY.txt
[2025-12-11T20:33:50.678244] [INFO ] [sig       ] [3099/3605] Completed SYY in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-11T20:33:50.678282] [INFO ] [sig       ] [3100/3605] Forecasting TAC...
[2025-12-11T20:33:50.678310] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-11T20:33:50.678339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-11T20:33:50.692675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-11T20:33:50.693166] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-11T20:33:50.694170] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-11T20:33:50.694233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:50.694275] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:50.694311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:50.694391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:50.766359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:50.767261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:50.767345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:50.767377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:50.884473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:50.884648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:50.884689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:50.884769] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:50.888174] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-11T20:33:50.888470] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-11T20:33:50.888614] [INFO ] [sig       ] TAC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:51.028611] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TAC.txt
[2025-12-11T20:33:51.028763] [INFO ] [sig       ] [3100/3605] Completed TAC in 0.4s | 2.94 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-11T20:33:51.028802] [INFO ] [sig       ] [3101/3605] Forecasting TAK...
[2025-12-11T20:33:51.028832] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-11T20:33:51.028862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-11T20:33:51.040220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-11T20:33:51.040558] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-11T20:33:51.041386] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-11T20:33:51.041439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:51.041471] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:51.041497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:51.041552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:51.099055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:51.099913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:51.099997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:51.100030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:51.216992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:51.217143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:51.217182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:51.217210] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:51.220472] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-12-11T20:33:51.220755] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-11T20:33:51.220874] [INFO ] [sig       ] TAK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:51.360887] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TAK.txt
[2025-12-11T20:33:51.361008] [INFO ] [sig       ] [3101/3605] Completed TAK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-11T20:33:51.361046] [INFO ] [sig       ] [3102/3605] Forecasting TAL...
[2025-12-11T20:33:51.361074] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-11T20:33:51.361103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-11T20:33:51.372100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-11T20:33:51.372394] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-11T20:33:51.373179] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-11T20:33:51.373229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:51.373260] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:51.373286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:51.373343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:51.430523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:51.431276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:51.431355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:51.431386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:51.548691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:51.548829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:51.548869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:51.548900] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:51.552257] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=57.86%)
[2025-12-11T20:33:51.552559] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-11T20:33:51.552722] [INFO ] [sig       ] TAL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:51.694372] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TAL.txt
[2025-12-11T20:33:51.694520] [INFO ] [sig       ] [3102/3605] Completed TAL in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-11T20:33:51.694559] [INFO ] [sig       ] [3103/3605] Forecasting TALK...
[2025-12-11T20:33:51.694606] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-11T20:33:51.694637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-11T20:33:51.706552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-11T20:33:51.706861] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-11T20:33:51.707651] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-11T20:33:51.707702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:51.707734] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:51.707760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:51.707816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:51.766314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:51.767209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:51.767296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:51.767329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:51.891195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:51.891349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:51.891391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:51.891420] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:51.894795] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=34.05%)
[2025-12-11T20:33:51.895070] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-11T20:33:51.895193] [INFO ] [sig       ] TALK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:52.033457] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TALK.txt
[2025-12-11T20:33:52.033615] [INFO ] [sig       ] [3103/3605] Completed TALK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-11T20:33:52.033656] [INFO ] [sig       ] [3104/3605] Forecasting TALO...
[2025-12-11T20:33:52.033683] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-11T20:33:52.033712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-11T20:33:52.044425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-11T20:33:52.044736] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-11T20:33:52.045483] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-11T20:33:52.045533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:52.045564] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:52.045616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:52.045682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:52.104561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:52.105228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:52.105307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:52.105338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:52.227237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:52.227397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:52.227436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:52.227463] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:52.230844] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-11T20:33:52.231130] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-11T20:33:52.231254] [INFO ] [sig       ] TALO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:52.372692] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TALO.txt
[2025-12-11T20:33:52.372846] [INFO ] [sig       ] [3104/3605] Completed TALO in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-11T20:33:52.372885] [INFO ] [sig       ] [3105/3605] Forecasting TAOP...
[2025-12-11T20:33:52.372913] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-11T20:33:52.372942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-11T20:33:52.384671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-11T20:33:52.385037] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-11T20:33:52.385853] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-11T20:33:52.385907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:52.385939] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:52.385966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:52.386023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:52.444085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:52.444956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:52.445037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:52.445069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:52.563429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:52.563604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:52.563648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:52.563676] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:52.567025] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=23.24%)
[2025-12-11T20:33:52.567303] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-11T20:33:52.567429] [INFO ] [sig       ] TAOP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:52.707502] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TAOP.txt
[2025-12-11T20:33:52.707663] [INFO ] [sig       ] [3105/3605] Completed TAOP in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-11T20:33:52.707707] [INFO ] [sig       ] [3106/3605] Forecasting TAP...
[2025-12-11T20:33:52.707746] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-11T20:33:52.707791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-11T20:33:52.719091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-11T20:33:52.719389] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-11T20:33:52.720201] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-11T20:33:52.720264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:52.720296] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:52.720322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:52.720377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:52.777489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:52.778298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:52.778381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:52.778412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:52.901193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:52.901340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:52.901377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:52.901405] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:52.904705] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-11T20:33:52.904968] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-11T20:33:52.905087] [INFO ] [sig       ] TAP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:53.042310] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TAP.txt
[2025-12-11T20:33:53.042442] [INFO ] [sig       ] [3106/3605] Completed TAP in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-11T20:33:53.042479] [INFO ] [sig       ] [3107/3605] Forecasting TARA...
[2025-12-11T20:33:53.042508] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-11T20:33:53.042536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-11T20:33:53.054286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-11T20:33:53.054634] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-11T20:33:53.055409] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-11T20:33:53.055460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:53.055490] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:53.055517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:53.055588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:53.113329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:53.114264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:53.114389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:53.114422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:53.234786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:53.234944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:53.234984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:53.235013] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:53.238434] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-11T20:33:53.238722] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-11T20:33:53.238847] [INFO ] [sig       ] TARA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:53.383631] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TARA.txt
[2025-12-11T20:33:53.383780] [INFO ] [sig       ] [3107/3605] Completed TARA in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-11T20:33:53.383817] [INFO ] [sig       ] [3108/3605] Forecasting TARK...
[2025-12-11T20:33:53.383848] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-11T20:33:53.383877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-11T20:33:53.394872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-11T20:33:53.395243] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-11T20:33:53.396025] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-11T20:33:53.396076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:53.396107] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:53.396133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:53.396188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:53.451800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:53.452655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:53.452734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:53.452765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:53.575240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:53.575387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:53.575425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:53.575452] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:53.578793] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-11T20:33:53.579095] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-11T20:33:53.579222] [INFO ] [sig       ] TARK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:53.719959] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TARK.txt
[2025-12-11T20:33:53.720104] [INFO ] [sig       ] [3108/3605] Completed TARK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-11T20:33:53.720145] [INFO ] [sig       ] [3109/3605] Forecasting TARS...
[2025-12-11T20:33:53.720173] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-11T20:33:53.720202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-11T20:33:53.731201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-11T20:33:53.731487] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-11T20:33:53.732273] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-11T20:33:53.732323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:53.732355] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:53.732382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:53.732437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:53.788522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:53.789396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:53.789475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:53.789507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:53.910782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:53.910931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:53.910970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:53.910997] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:53.914267] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-12-11T20:33:53.914530] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-11T20:33:53.914668] [INFO ] [sig       ] TARS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:54.052632] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TARS.txt
[2025-12-11T20:33:54.052767] [INFO ] [sig       ] [3109/3605] Completed TARS in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-11T20:33:54.052806] [INFO ] [sig       ] [3110/3605] Forecasting TASK...
[2025-12-11T20:33:54.052834] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-11T20:33:54.052862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-11T20:33:54.063898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-11T20:33:54.064170] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-11T20:33:54.064939] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-11T20:33:54.064990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:54.065021] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:54.065047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:54.065102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:54.122809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:54.123425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:54.123503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:54.123536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:54.245397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:54.245534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:54.245590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:54.245621] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:54.248934] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=48.65%)
[2025-12-11T20:33:54.249201] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-11T20:33:54.249322] [INFO ] [sig       ] TASK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:54.386493] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TASK.txt
[2025-12-11T20:33:54.386646] [INFO ] [sig       ] [3110/3605] Completed TASK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-11T20:33:54.386686] [INFO ] [sig       ] [3111/3605] Forecasting TAYD...
[2025-12-11T20:33:54.386714] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-11T20:33:54.386742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-11T20:33:54.397654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-11T20:33:54.397981] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-11T20:33:54.398802] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-11T20:33:54.398852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:54.398883] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:54.398909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:54.398964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:54.456290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:54.456934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:54.457015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:54.457048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:54.565709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:54.565868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:54.565916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:54.565947] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:54.569424] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=46.23%)
[2025-12-11T20:33:54.569735] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-11T20:33:54.569859] [INFO ] [sig       ] TAYD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:54.708077] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TAYD.txt
[2025-12-11T20:33:54.708205] [INFO ] [sig       ] [3111/3605] Completed TAYD in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-11T20:33:54.708243] [INFO ] [sig       ] [3112/3605] Forecasting TBB...
[2025-12-11T20:33:54.708271] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-11T20:33:54.708299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-11T20:33:54.719917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-11T20:33:54.720192] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-11T20:33:54.720976] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-11T20:33:54.721027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:54.721059] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:54.721086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:54.721143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:54.778640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:54.779301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:54.779380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:54.779412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:54.892738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:54.892867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:54.892904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:54.892931] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:54.896096] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-11T20:33:54.896377] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-11T20:33:54.896495] [INFO ] [sig       ] TBB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:55.034450] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TBB.txt
[2025-12-11T20:33:55.034590] [INFO ] [sig       ] [3112/3605] Completed TBB in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-11T20:33:55.034630] [INFO ] [sig       ] [3113/3605] Forecasting TBBK...
[2025-12-11T20:33:55.034659] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-11T20:33:55.034688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-11T20:33:55.045997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-11T20:33:55.046276] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-11T20:33:55.047059] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-11T20:33:55.047109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:55.047141] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:55.047167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:55.047221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:55.104429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:55.105083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:55.105162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:55.105195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:55.225673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:55.225839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:55.225878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:55.225912] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:55.229275] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-11T20:33:55.229552] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-11T20:33:55.229700] [INFO ] [sig       ] TBBK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:55.371819] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TBBK.txt
[2025-12-11T20:33:55.371993] [INFO ] [sig       ] [3113/3605] Completed TBBK in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-11T20:33:55.372041] [INFO ] [sig       ] [3114/3605] Forecasting TBI...
[2025-12-11T20:33:55.372076] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-11T20:33:55.372106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-11T20:33:55.383733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-11T20:33:55.384068] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-11T20:33:55.384875] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-11T20:33:55.384925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:55.384986] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:55.385015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:55.385073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:55.442844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:55.443619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:55.443699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:55.443732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:55.564630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:55.564773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:55.564811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:55.564838] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:55.568179] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-11T20:33:55.568440] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-11T20:33:55.568561] [INFO ] [sig       ] TBI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:55.705143] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TBI.txt
[2025-12-11T20:33:55.705283] [INFO ] [sig       ] [3114/3605] Completed TBI in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-11T20:33:55.705322] [INFO ] [sig       ] [3115/3605] Forecasting TBIL...
[2025-12-11T20:33:55.705350] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-11T20:33:55.705378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-11T20:33:55.716700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-11T20:33:55.716974] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-11T20:33:55.717741] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-11T20:33:55.717791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:55.717821] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:55.717868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:55.717924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:55.774016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:55.774755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:55.774835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:55.774866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:55.831828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:55.831942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:55.831979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:55.832010] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:55.835149] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-11T20:33:55.835415] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-11T20:33:55.835530] [INFO ] [sig       ] TBIL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:55.974263] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TBIL.txt
[2025-12-11T20:33:55.974399] [INFO ] [sig       ] [3115/3605] Completed TBIL in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-11T20:33:55.974436] [INFO ] [sig       ] [3116/3605] Forecasting TBLA...
[2025-12-11T20:33:55.974464] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-11T20:33:55.974494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-11T20:33:55.985900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-11T20:33:55.986184] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-11T20:33:55.986948] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-11T20:33:55.986997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:55.987028] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:55.987054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:55.987109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:56.045481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:56.046280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:56.046362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:56.046395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:56.166954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:56.167109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:56.167148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:56.167175] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:56.170407] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-12-11T20:33:56.170686] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-11T20:33:56.170807] [INFO ] [sig       ] TBLA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:56.318729] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TBLA.txt
[2025-12-11T20:33:56.318873] [INFO ] [sig       ] [3116/3605] Completed TBLA in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-11T20:33:56.318914] [INFO ] [sig       ] [3117/3605] Forecasting TBLD...
[2025-12-11T20:33:56.318945] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-11T20:33:56.318978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-11T20:33:56.330920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-11T20:33:56.331205] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-11T20:33:56.332001] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-11T20:33:56.332053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:56.332106] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:56.332136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:56.332193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:56.390032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:56.390673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:56.390752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:56.390784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:56.515227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:56.515383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:56.515424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:56.515485] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:56.518905] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-12-11T20:33:56.519214] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-11T20:33:56.519344] [INFO ] [sig       ] TBLD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:56.667170] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TBLD.txt
[2025-12-11T20:33:56.667344] [INFO ] [sig       ] [3117/3605] Completed TBLD in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-11T20:33:56.667384] [INFO ] [sig       ] [3118/3605] Forecasting TBPH...
[2025-12-11T20:33:56.667414] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-11T20:33:56.667444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-11T20:33:56.679840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-11T20:33:56.680209] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-11T20:33:56.680989] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-11T20:33:56.681039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:56.681070] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:56.681096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:56.681151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:56.736720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:56.737379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:56.737456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:56.737487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:56.856758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:56.856915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:56.856955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:56.856982] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:56.860324] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-12-11T20:33:56.860610] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-11T20:33:56.860740] [INFO ] [sig       ] TBPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:56.999708] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TBPH.txt
[2025-12-11T20:33:56.999852] [INFO ] [sig       ] [3118/3605] Completed TBPH in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-11T20:33:56.999891] [INFO ] [sig       ] [3119/3605] Forecasting TBRG...
[2025-12-11T20:33:56.999918] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-11T20:33:56.999946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-11T20:33:57.010653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-11T20:33:57.010994] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-11T20:33:57.011801] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-11T20:33:57.011853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:57.011885] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:57.011913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:57.011971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:57.070751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:57.071631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:57.071712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:57.071747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:57.187639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:57.187788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:57.187829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:57.187888] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:57.191382] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=74.36%)
[2025-12-11T20:33:57.191679] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-11T20:33:57.191804] [INFO ] [sig       ] TBRG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:57.333519] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TBRG.txt
[2025-12-11T20:33:57.333695] [INFO ] [sig       ] [3119/3605] Completed TBRG in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-11T20:33:57.333734] [INFO ] [sig       ] [3120/3605] Forecasting TCBI...
[2025-12-11T20:33:57.333764] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-11T20:33:57.333795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-11T20:33:57.346385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-11T20:33:57.346724] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-11T20:33:57.347695] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-11T20:33:57.347745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:57.347776] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:57.347802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:57.347876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:57.405444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:57.406535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:57.406638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:57.406671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:57.526776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:57.526929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:57.526969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:57.526998] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:57.530372] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-11T20:33:57.530652] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-11T20:33:57.530772] [INFO ] [sig       ] TCBI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:57.668193] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TCBI.txt
[2025-12-11T20:33:57.668325] [INFO ] [sig       ] [3120/3605] Completed TCBI in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-11T20:33:57.668368] [INFO ] [sig       ] [3121/3605] Forecasting TCBIO...
[2025-12-11T20:33:57.668398] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-11T20:33:57.668427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-11T20:33:57.680301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-11T20:33:57.680597] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-11T20:33:57.681375] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-11T20:33:57.681425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:57.681457] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:57.681483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:57.681537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:57.737684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:57.738390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:57.738468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:57.738500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:57.844300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:57.844443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:57.844482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:57.844510] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:57.847791] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2025-12-11T20:33:57.848077] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-11T20:33:57.848198] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:57.988715] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TCBIO.txt
[2025-12-11T20:33:57.988867] [INFO ] [sig       ] [3121/3605] Completed TCBIO in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-11T20:33:57.988907] [INFO ] [sig       ] [3122/3605] Forecasting TCBK...
[2025-12-11T20:33:57.988939] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-11T20:33:57.988967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-11T20:33:58.000830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-11T20:33:58.001187] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-11T20:33:58.001973] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-11T20:33:58.002025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:58.002055] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:58.002080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:58.002133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:58.057434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:58.058313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:58.058396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:58.058427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:58.175495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:58.175658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:58.175699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:58.175727] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:58.179141] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-11T20:33:58.179406] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-11T20:33:58.179541] [INFO ] [sig       ] TCBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:58.317892] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TCBK.txt
[2025-12-11T20:33:58.318039] [INFO ] [sig       ] [3122/3605] Completed TCBK in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-11T20:33:58.318078] [INFO ] [sig       ] [3123/3605] Forecasting TCBX...
[2025-12-11T20:33:58.318105] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-11T20:33:58.318134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-11T20:33:58.329904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-11T20:33:58.330333] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-11T20:33:58.331131] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-11T20:33:58.331182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:58.331213] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:58.331238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:58.331291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:58.387643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:58.388959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:58.389136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:58.389191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:58.511283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:58.511440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:58.511481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:58.511510] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:58.514938] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-11T20:33:58.515214] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-11T20:33:58.515336] [INFO ] [sig       ] TCBX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:33:58.656735] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TCBX.txt
[2025-12-11T20:33:58.656860] [INFO ] [sig       ] [3123/3605] Completed TCBX in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-11T20:33:58.656898] [INFO ] [sig       ] [3124/3605] Forecasting TCMD...
[2025-12-11T20:33:58.656927] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-11T20:33:58.656956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-11T20:33:58.670077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-11T20:33:58.670392] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-11T20:33:58.671219] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-11T20:33:58.671271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:58.671304] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:58.671331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:58.671388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:58.730798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:58.731675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:58.731795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:58.731828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:58.854951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:58.855115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:58.855172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:58.855202] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:58.858659] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-12-11T20:33:58.858970] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-11T20:33:58.859116] [INFO ] [sig       ] TCMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:59.002063] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TCMD.txt
[2025-12-11T20:33:59.002217] [INFO ] [sig       ] [3124/3605] Completed TCMD in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-11T20:33:59.002257] [INFO ] [sig       ] [3125/3605] Forecasting TCOM...
[2025-12-11T20:33:59.002287] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-11T20:33:59.002318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-11T20:33:59.013707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-11T20:33:59.014000] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-11T20:33:59.014783] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-11T20:33:59.014835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:59.014866] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:59.014893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:59.014949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:59.071929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:59.072719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:59.072799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:59.072832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:59.191733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:59.191884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:59.191924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:59.191951] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:59.195276] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-12-11T20:33:59.195542] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-11T20:33:59.195682] [INFO ] [sig       ] TCOM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:59.334743] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TCOM.txt
[2025-12-11T20:33:59.334866] [INFO ] [sig       ] [3125/3605] Completed TCOM in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-11T20:33:59.334903] [INFO ] [sig       ] [3126/3605] Forecasting TCPC...
[2025-12-11T20:33:59.334932] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-11T20:33:59.334960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-11T20:33:59.346438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-11T20:33:59.346788] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-11T20:33:59.347564] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-11T20:33:59.347634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:59.347666] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:59.347693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:59.347749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:59.405111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:59.405776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:59.405856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:59.405888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:59.526525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:59.526685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:59.526726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:59.526754] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:59.530093] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=80.20%)
[2025-12-11T20:33:59.530361] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-11T20:33:59.530481] [INFO ] [sig       ] TCPC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:33:59.673223] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TCPC.txt
[2025-12-11T20:33:59.673377] [INFO ] [sig       ] [3126/3605] Completed TCPC in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-11T20:33:59.673415] [INFO ] [sig       ] [3127/3605] Forecasting TCX...
[2025-12-11T20:33:59.673444] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-11T20:33:59.673473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-11T20:33:59.685238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-11T20:33:59.685651] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-11T20:33:59.686407] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-11T20:33:59.686458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:33:59.686491] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:33:59.686517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:33:59.686595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:33:59.744146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:33:59.745043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:33:59.745131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:33:59.745162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:33:59.858739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:33:59.858899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:33:59.858950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:33:59.858980] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:33:59.862365] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-11T20:33:59.862718] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-11T20:33:59.862861] [INFO ] [sig       ] TCX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:00.001840] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TCX.txt
[2025-12-11T20:34:00.001994] [INFO ] [sig       ] [3127/3605] Completed TCX in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-11T20:34:00.002033] [INFO ] [sig       ] [3128/3605] Forecasting TD...
[2025-12-11T20:34:00.002065] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-11T20:34:00.002094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-11T20:34:00.013077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-11T20:34:00.013352] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-11T20:34:00.014118] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-11T20:34:00.014168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:00.014210] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:00.014237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:00.014293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:00.070886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:00.071779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:00.071860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:00.071892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:00.190189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:00.190336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:00.190374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:00.190401] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:00.193666] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-11T20:34:00.193925] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-11T20:34:00.194044] [INFO ] [sig       ] TD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:00.330433] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TD.txt
[2025-12-11T20:34:00.330561] [INFO ] [sig       ] [3128/3605] Completed TD in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-11T20:34:00.330618] [INFO ] [sig       ] [3129/3605] Forecasting TDC...
[2025-12-11T20:34:00.330647] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-11T20:34:00.330677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-11T20:34:00.341882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-11T20:34:00.342141] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-11T20:34:00.342908] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-11T20:34:00.342959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:00.342989] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:00.343015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:00.343070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:00.401463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:00.402144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:00.402219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:00.402251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:00.523159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:00.523290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:00.523327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:00.523354] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:00.526553] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-12-11T20:34:00.526831] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-11T20:34:00.526948] [INFO ] [sig       ] TDC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:00.663501] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TDC.txt
[2025-12-11T20:34:00.663647] [INFO ] [sig       ] [3129/3605] Completed TDC in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-11T20:34:00.663687] [INFO ] [sig       ] [3130/3605] Forecasting TDF...
[2025-12-11T20:34:00.663715] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-11T20:34:00.663745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-11T20:34:00.674531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-11T20:34:00.674817] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-11T20:34:00.675556] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-11T20:34:00.675623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:00.675656] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:00.675682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:00.675736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:00.731538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:00.732134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:00.732213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:00.732244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:00.843793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:00.843900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:00.843937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:00.843964] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:00.847047] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-11T20:34:00.847301] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-11T20:34:00.847415] [INFO ] [sig       ] TDF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:00.983388] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TDF.txt
[2025-12-11T20:34:00.983505] [INFO ] [sig       ] [3130/3605] Completed TDF in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-11T20:34:00.983542] [INFO ] [sig       ] [3131/3605] Forecasting TDG...
[2025-12-11T20:34:00.983588] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-11T20:34:00.983620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-11T20:34:00.995618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-11T20:34:00.995962] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-11T20:34:00.996740] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-11T20:34:00.996791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:00.996845] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:00.996872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:00.996926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:01.055846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:01.056555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:01.056652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:01.056686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:01.186307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:01.186467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:01.186509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:01.186537] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:01.190058] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-11T20:34:01.190337] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-11T20:34:01.190460] [INFO ] [sig       ] TDG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:01.360491] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TDG.txt
[2025-12-11T20:34:01.360662] [INFO ] [sig       ] [3131/3605] Completed TDG in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-11T20:34:01.360704] [INFO ] [sig       ] [3132/3605] Forecasting TDS...
[2025-12-11T20:34:01.360743] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-11T20:34:01.360775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-11T20:34:01.372557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-11T20:34:01.372921] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-11T20:34:01.373755] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-11T20:34:01.373808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:01.373840] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:01.373867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:01.373925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:01.435251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:01.436143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:01.436226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:01.436260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:01.551935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:01.552075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:01.552113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:01.552140] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:01.555404] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2025-12-11T20:34:01.555683] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-11T20:34:01.555801] [INFO ] [sig       ] TDS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:01.691213] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TDS.txt
[2025-12-11T20:34:01.691350] [INFO ] [sig       ] [3132/3605] Completed TDS in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-11T20:34:01.691388] [INFO ] [sig       ] [3133/3605] Forecasting TDSC...
[2025-12-11T20:34:01.691415] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-11T20:34:01.691444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-11T20:34:01.703754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-11T20:34:01.704179] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-11T20:34:01.705000] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-11T20:34:01.705052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:01.705088] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:01.705115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:01.705169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:01.762451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:01.763559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:01.763721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:01.763768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:01.876612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:01.876761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:01.876801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:01.876828] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:01.880158] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-12-11T20:34:01.880423] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-11T20:34:01.880541] [INFO ] [sig       ] TDSC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:02.020966] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TDSC.txt
[2025-12-11T20:34:02.021088] [INFO ] [sig       ] [3133/3605] Completed TDSC in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-11T20:34:02.021125] [INFO ] [sig       ] [3134/3605] Forecasting TDUP...
[2025-12-11T20:34:02.021154] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-11T20:34:02.021183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-11T20:34:02.032464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-11T20:34:02.032793] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-11T20:34:02.033624] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-11T20:34:02.033681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:02.033713] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:02.033739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:02.033796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:02.091862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:02.092734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:02.092818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:02.092850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:02.212343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:02.212498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:02.212538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:02.212634] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:02.216001] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-11T20:34:02.216287] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-11T20:34:02.216411] [INFO ] [sig       ] TDUP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:02.358475] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TDUP.txt
[2025-12-11T20:34:02.358650] [INFO ] [sig       ] [3134/3605] Completed TDUP in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-11T20:34:02.358694] [INFO ] [sig       ] [3135/3605] Forecasting TDY...
[2025-12-11T20:34:02.358723] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-11T20:34:02.358752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-11T20:34:02.371107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-11T20:34:02.371543] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-11T20:34:02.372611] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-11T20:34:02.372678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:02.372725] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:02.372765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:02.372852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:02.432242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:02.433098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:02.433180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:02.433212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:02.549460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:02.549605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:02.549643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:02.549685] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:02.552865] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-12-11T20:34:02.553131] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-11T20:34:02.553251] [INFO ] [sig       ] TDY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:02.689774] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TDY.txt
[2025-12-11T20:34:02.689931] [INFO ] [sig       ] [3135/3605] Completed TDY in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-11T20:34:02.689969] [INFO ] [sig       ] [3136/3605] Forecasting TEAM...
[2025-12-11T20:34:02.689998] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-11T20:34:02.690027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-11T20:34:02.701628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-11T20:34:02.701989] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-11T20:34:02.702759] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-11T20:34:02.702809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:02.702839] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:02.702865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:02.702920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:02.761922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:02.762902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:02.762990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:02.763023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:02.882422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:02.882587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:02.882629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:02.882658] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:02.885934] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-11T20:34:02.886197] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-11T20:34:02.886314] [INFO ] [sig       ] TEAM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:03.027903] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TEAM.txt
[2025-12-11T20:34:03.028058] [INFO ] [sig       ] [3136/3605] Completed TEAM in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-11T20:34:03.028099] [INFO ] [sig       ] [3137/3605] Forecasting TECH...
[2025-12-11T20:34:03.028126] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-11T20:34:03.028156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-11T20:34:03.041171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-11T20:34:03.041465] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-11T20:34:03.042267] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-11T20:34:03.042318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:03.042350] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:03.042375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:03.042429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:03.099218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:03.100467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:03.100552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:03.100619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:03.219453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:03.219622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:03.219663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:03.219692] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:03.222932] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-11T20:34:03.223203] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-11T20:34:03.223324] [INFO ] [sig       ] TECH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:03.360969] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TECH.txt
[2025-12-11T20:34:03.361124] [INFO ] [sig       ] [3137/3605] Completed TECH in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-11T20:34:03.361163] [INFO ] [sig       ] [3138/3605] Forecasting TECK...
[2025-12-11T20:34:03.361193] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-11T20:34:03.361222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-11T20:34:03.372543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-11T20:34:03.372935] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-11T20:34:03.373737] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-11T20:34:03.373787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:03.373818] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:03.373844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:03.373898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:03.429905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:03.430817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:03.430902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:03.430933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:03.564234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:03.564417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:03.564473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:03.564514] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:03.569701] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2025-12-11T20:34:03.570129] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-11T20:34:03.570302] [INFO ] [sig       ] TECK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:03.788988] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TECK.txt
[2025-12-11T20:34:03.789202] [INFO ] [sig       ] [3138/3605] Completed TECK in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-11T20:34:03.789273] [INFO ] [sig       ] [3139/3605] Forecasting TECX...
[2025-12-11T20:34:03.789323] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-11T20:34:03.789372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-11T20:34:03.805523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-11T20:34:03.806017] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-11T20:34:03.807162] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-11T20:34:03.807232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:03.807281] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:03.807324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:03.807428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:03.888505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:03.889524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:03.889633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:03.889669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:04.041326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:04.041495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:04.041537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:04.041565] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:04.045672] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-11T20:34:04.046082] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-11T20:34:04.046233] [INFO ] [sig       ] TECX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:04.221551] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TECX.txt
[2025-12-11T20:34:04.221741] [INFO ] [sig       ] [3139/3605] Completed TECX in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-11T20:34:04.221797] [INFO ] [sig       ] [3140/3605] Forecasting TEF...
[2025-12-11T20:34:04.221858] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-11T20:34:04.221904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-11T20:34:04.235201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-11T20:34:04.235673] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-11T20:34:04.236680] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-11T20:34:04.236743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:04.236781] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:04.236809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:04.236889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:04.308038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:04.309200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:04.309323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:04.309375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:04.455173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:04.455334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:04.455376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:04.455406] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:04.458973] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-12-11T20:34:04.459285] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-11T20:34:04.459420] [INFO ] [sig       ] TEF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:04.608817] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TEF.txt
[2025-12-11T20:34:04.608971] [INFO ] [sig       ] [3140/3605] Completed TEF in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-11T20:34:04.609010] [INFO ] [sig       ] [3141/3605] Forecasting TEI...
[2025-12-11T20:34:04.609041] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-11T20:34:04.609071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-11T20:34:04.621460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-11T20:34:04.621918] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-11T20:34:04.622838] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-11T20:34:04.622908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:04.622941] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:04.622970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:04.623025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:04.682724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:04.683713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:04.683831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:04.683868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:04.806945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:04.807092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:04.807132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:04.807160] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:04.810876] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=73.80%)
[2025-12-11T20:34:04.811149] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-11T20:34:04.811271] [INFO ] [sig       ] TEI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:04.954038] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TEI.txt
[2025-12-11T20:34:04.954154] [INFO ] [sig       ] [3141/3605] Completed TEI in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-11T20:34:04.954191] [INFO ] [sig       ] [3142/3605] Forecasting TELO...
[2025-12-11T20:34:04.954219] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-11T20:34:04.954247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-11T20:34:04.965346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-11T20:34:04.965676] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-11T20:34:04.966476] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-11T20:34:04.966529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:04.966561] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:04.966618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:04.966682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:05.022833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:05.023516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:05.023610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:05.023643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:05.138466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:05.138629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:05.138669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:05.138696] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:05.142040] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=58.27%)
[2025-12-11T20:34:05.142309] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-11T20:34:05.142428] [INFO ] [sig       ] TELO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:05.329300] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TELO.txt
[2025-12-11T20:34:05.329445] [INFO ] [sig       ] [3142/3605] Completed TELO in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-11T20:34:05.329484] [INFO ] [sig       ] [3143/3605] Forecasting TEM...
[2025-12-11T20:34:05.329513] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-11T20:34:05.329544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-11T20:34:05.340406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-11T20:34:05.340736] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-11T20:34:05.341497] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-11T20:34:05.341548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:05.341597] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:05.341626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:05.341682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:05.399420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:05.400154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:05.400247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:05.400287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:05.527034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:05.527188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:05.527229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:05.527257] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:05.530693] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-11T20:34:05.530963] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-11T20:34:05.531091] [INFO ] [sig       ] TEM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:05.671003] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TEM.txt
[2025-12-11T20:34:05.671147] [INFO ] [sig       ] [3143/3605] Completed TEM in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-11T20:34:05.671190] [INFO ] [sig       ] [3144/3605] Forecasting TENB...
[2025-12-11T20:34:05.671221] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-11T20:34:05.671251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-11T20:34:05.684623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-11T20:34:05.685054] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-11T20:34:05.686083] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-11T20:34:05.686149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:05.686198] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:05.686235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:05.686292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:05.750372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:05.751190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:05.751274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:05.751307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:05.879431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:05.879601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:05.879643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:05.879671] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:05.883068] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=8.83%)
[2025-12-11T20:34:05.883368] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-11T20:34:05.883498] [INFO ] [sig       ] TENB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:06.031821] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TENB.txt
[2025-12-11T20:34:06.031998] [INFO ] [sig       ] [3144/3605] Completed TENB in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-11T20:34:06.032039] [INFO ] [sig       ] [3145/3605] Forecasting TENX...
[2025-12-11T20:34:06.032068] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-11T20:34:06.032097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-11T20:34:06.043438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-11T20:34:06.043808] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-11T20:34:06.044565] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-11T20:34:06.044634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:06.044665] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:06.044690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:06.044744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:06.099868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:06.100643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:06.100724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:06.100755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:06.209741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:06.209877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:06.209917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:06.209945] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:06.213245] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-11T20:34:06.213519] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-11T20:34:06.213652] [INFO ] [sig       ] TENX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:06.350276] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TENX.txt
[2025-12-11T20:34:06.350406] [INFO ] [sig       ] [3145/3605] Completed TENX in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-11T20:34:06.350442] [INFO ] [sig       ] [3146/3605] Forecasting TEO...
[2025-12-11T20:34:06.350471] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-11T20:34:06.350500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-11T20:34:06.361998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-11T20:34:06.362295] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-11T20:34:06.363118] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-11T20:34:06.363170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:06.363202] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:06.363228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:06.363286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:06.423043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:06.423794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:06.423898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:06.423934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:06.554944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:06.555141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:06.555192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:06.555222] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:06.559094] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-12-11T20:34:06.559399] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-11T20:34:06.559532] [INFO ] [sig       ] TEO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:06.703746] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TEO.txt
[2025-12-11T20:34:06.703902] [INFO ] [sig       ] [3146/3605] Completed TEO in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-11T20:34:06.703940] [INFO ] [sig       ] [3147/3605] Forecasting TERN...
[2025-12-11T20:34:06.703968] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-11T20:34:06.704008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-11T20:34:06.715426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-11T20:34:06.715750] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-11T20:34:06.716521] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-11T20:34:06.716597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:06.716631] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:06.716657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:06.716711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:06.772295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:06.773002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:06.773091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:06.773124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:06.891747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:06.891908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:06.891947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:06.891975] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:06.895274] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-11T20:34:06.895534] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-11T20:34:06.895702] [INFO ] [sig       ] TERN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:07.031771] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TERN.txt
[2025-12-11T20:34:07.031921] [INFO ] [sig       ] [3147/3605] Completed TERN in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-11T20:34:07.031960] [INFO ] [sig       ] [3148/3605] Forecasting TEVA...
[2025-12-11T20:34:07.031990] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-11T20:34:07.032018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-11T20:34:07.044203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-11T20:34:07.044538] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-11T20:34:07.045298] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-11T20:34:07.045348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:07.045405] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:07.045432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:07.045487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:07.100973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:07.101740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:07.101818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:07.101850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:07.219647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:07.219830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:07.219869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:07.219896] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:07.223171] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-11T20:34:07.223447] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-11T20:34:07.223611] [INFO ] [sig       ] TEVA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:07.359150] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TEVA.txt
[2025-12-11T20:34:07.359299] [INFO ] [sig       ] [3148/3605] Completed TEVA in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-11T20:34:07.359338] [INFO ] [sig       ] [3149/3605] Forecasting TEX...
[2025-12-11T20:34:07.359367] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-11T20:34:07.359396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-11T20:34:07.370554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-11T20:34:07.370876] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-11T20:34:07.371639] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-11T20:34:07.371689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:07.371720] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:07.371746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:07.371801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:07.427063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:07.427792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:07.427887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:07.427920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:07.550601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:07.550757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:07.550797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:07.550824] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:07.554679] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=28.36%)
[2025-12-11T20:34:07.554942] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-11T20:34:07.555061] [INFO ] [sig       ] TEX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:07.691183] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TEX.txt
[2025-12-11T20:34:07.691324] [INFO ] [sig       ] [3149/3605] Completed TEX in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-11T20:34:07.691363] [INFO ] [sig       ] [3150/3605] Forecasting TFC...
[2025-12-11T20:34:07.691393] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-11T20:34:07.691423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-11T20:34:07.703284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-11T20:34:07.703613] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-11T20:34:07.704379] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-11T20:34:07.704432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:07.704464] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:07.704493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:07.704550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:07.763412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:07.764249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:07.764331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:07.764364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:07.890132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:07.890287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:07.890327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:07.890355] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:07.893677] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-11T20:34:07.893942] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-11T20:34:07.894063] [INFO ] [sig       ] TFC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:08.032885] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TFC.txt
[2025-12-11T20:34:08.033006] [INFO ] [sig       ] [3150/3605] Completed TFC in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-11T20:34:08.033044] [INFO ] [sig       ] [3151/3605] Forecasting TFII...
[2025-12-11T20:34:08.033073] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-11T20:34:08.033102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-11T20:34:08.044146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-11T20:34:08.044423] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-11T20:34:08.045184] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-11T20:34:08.045234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:08.045264] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:08.045290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:08.045347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:08.101967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:08.102662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:08.102742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:08.102776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:08.220392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:08.220540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:08.220597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:08.220656] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:08.223935] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-11T20:34:08.224196] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-11T20:34:08.224318] [INFO ] [sig       ] TFII: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:08.365460] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TFII.txt
[2025-12-11T20:34:08.365634] [INFO ] [sig       ] [3151/3605] Completed TFII in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-11T20:34:08.365675] [INFO ] [sig       ] [3152/3605] Forecasting TFIN...
[2025-12-11T20:34:08.365703] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-11T20:34:08.365734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-11T20:34:08.377096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-11T20:34:08.377461] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-11T20:34:08.378260] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-11T20:34:08.378314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:08.378359] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:08.378386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:08.378441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:08.435842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:08.436662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:08.436742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:08.436774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:08.549933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:08.550081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:08.550121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:08.550149] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:08.553463] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=65.55%)
[2025-12-11T20:34:08.553746] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-11T20:34:08.553865] [INFO ] [sig       ] TFIN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:08.690039] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TFIN.txt
[2025-12-11T20:34:08.690160] [INFO ] [sig       ] [3152/3605] Completed TFIN in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-11T20:34:08.690198] [INFO ] [sig       ] [3153/3605] Forecasting TFPM...
[2025-12-11T20:34:08.690226] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-11T20:34:08.690257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-11T20:34:08.701386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-11T20:34:08.701689] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-11T20:34:08.702438] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-11T20:34:08.702489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:08.702520] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:08.702545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:08.702621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:08.757905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:08.758596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:08.758675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:08.758706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:08.878537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:08.878701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:08.878740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:08.878769] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:08.882036] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=71.86%)
[2025-12-11T20:34:08.882302] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-11T20:34:08.882423] [INFO ] [sig       ] TFPM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:09.017744] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TFPM.txt
[2025-12-11T20:34:09.017884] [INFO ] [sig       ] [3153/3605] Completed TFPM in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-11T20:34:09.017923] [INFO ] [sig       ] [3154/3605] Forecasting TFSL...
[2025-12-11T20:34:09.017951] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-11T20:34:09.017981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-11T20:34:09.029470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-11T20:34:09.029781] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-11T20:34:09.030511] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-11T20:34:09.030561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:09.030611] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:09.030638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:09.030693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:09.085798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:09.086401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:09.086480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:09.086511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:09.202770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:09.202917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:09.202955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:09.202983] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:09.206201] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2025-12-11T20:34:09.206461] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-11T20:34:09.206596] [INFO ] [sig       ] TFSL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:09.342196] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TFSL.txt
[2025-12-11T20:34:09.342316] [INFO ] [sig       ] [3154/3605] Completed TFSL in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-11T20:34:09.342354] [INFO ] [sig       ] [3155/3605] Forecasting TG...
[2025-12-11T20:34:09.342382] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-11T20:34:09.342410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-11T20:34:09.353320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-11T20:34:09.353624] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-11T20:34:09.354398] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-11T20:34:09.354450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:09.354484] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:09.354511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:09.354592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:09.412472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:09.413088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:09.413165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:09.413198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:09.529454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:09.529587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:09.529624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:09.529652] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:09.532785] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=40.32%)
[2025-12-11T20:34:09.533042] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-11T20:34:09.533158] [INFO ] [sig       ] TG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:09.670018] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TG.txt
[2025-12-11T20:34:09.670129] [INFO ] [sig       ] [3155/3605] Completed TG in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-11T20:34:09.670172] [INFO ] [sig       ] [3156/3605] Forecasting TGLS...
[2025-12-11T20:34:09.670201] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-11T20:34:09.670228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-11T20:34:09.681325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-11T20:34:09.681610] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-11T20:34:09.682351] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-11T20:34:09.682401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:09.682432] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:09.682458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:09.682512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:09.741981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:09.742609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:09.742686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:09.742718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:09.867602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:09.867746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:09.867787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:09.867813] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:09.871200] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=41.79%)
[2025-12-11T20:34:09.871474] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-11T20:34:09.871624] [INFO ] [sig       ] TGLS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:10.008671] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TGLS.txt
[2025-12-11T20:34:10.008801] [INFO ] [sig       ] [3156/3605] Completed TGLS in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-11T20:34:10.008839] [INFO ] [sig       ] [3157/3605] Forecasting TGNA...
[2025-12-11T20:34:10.008867] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-11T20:34:10.008896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-11T20:34:10.020499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-11T20:34:10.020898] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-11T20:34:10.021692] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-11T20:34:10.021743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:10.021773] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:10.021798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:10.021852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:10.077357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:10.078081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:10.078159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:10.078190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:10.195674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:10.195825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:10.195865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:10.195893] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:10.199346] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-11T20:34:10.199641] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-11T20:34:10.199789] [INFO ] [sig       ] TGNA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:10.336338] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TGNA.txt
[2025-12-11T20:34:10.336472] [INFO ] [sig       ] [3157/3605] Completed TGNA in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-11T20:34:10.336510] [INFO ] [sig       ] [3158/3605] Forecasting TGS...
[2025-12-11T20:34:10.336538] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-11T20:34:10.336567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-11T20:34:10.347813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-11T20:34:10.348121] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-11T20:34:10.348905] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-11T20:34:10.348955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:10.348987] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:10.349014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:10.349069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:10.406166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:10.406862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:10.406968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:10.407001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:10.519366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:10.519509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:10.519546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:10.519593] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:10.522942] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=28.10%)
[2025-12-11T20:34:10.523211] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-11T20:34:10.523329] [INFO ] [sig       ] TGS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:10.672559] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TGS.txt
[2025-12-11T20:34:10.672716] [INFO ] [sig       ] [3158/3605] Completed TGS in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-11T20:34:10.672763] [INFO ] [sig       ] [3159/3605] Forecasting TGTX...
[2025-12-11T20:34:10.672794] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-11T20:34:10.672822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-11T20:34:10.684295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-11T20:34:10.684638] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-11T20:34:10.685381] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-11T20:34:10.685430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:10.685460] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:10.685485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:10.685539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:10.742263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:10.742912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:10.742988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:10.743020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:10.864076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:10.864230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:10.864270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:10.864315] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:10.867762] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=60.71%)
[2025-12-11T20:34:10.868060] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-11T20:34:10.868183] [INFO ] [sig       ] TGTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:11.005472] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TGTX.txt
[2025-12-11T20:34:11.005635] [INFO ] [sig       ] [3159/3605] Completed TGTX in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-11T20:34:11.005677] [INFO ] [sig       ] [3160/3605] Forecasting TH...
[2025-12-11T20:34:11.005705] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-11T20:34:11.005734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-11T20:34:11.017002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-11T20:34:11.017279] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-11T20:34:11.018089] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-11T20:34:11.018140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:11.018173] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:11.018199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:11.018254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:11.075661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:11.076491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:11.076591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:11.076627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:11.200618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:11.200774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:11.200822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:11.200861] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:11.204205] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-11T20:34:11.204475] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-11T20:34:11.204613] [INFO ] [sig       ] TH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:11.341125] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TH.txt
[2025-12-11T20:34:11.341244] [INFO ] [sig       ] [3160/3605] Completed TH in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-11T20:34:11.341281] [INFO ] [sig       ] [3161/3605] Forecasting THC...
[2025-12-11T20:34:11.341309] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-11T20:34:11.341337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-11T20:34:11.352745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-11T20:34:11.353053] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-11T20:34:11.353825] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-11T20:34:11.353875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:11.353907] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:11.353934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:11.353988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:11.410722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:11.411397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:11.411498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:11.411532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:11.534594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:11.534745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:11.534784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:11.534813] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:11.538169] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=47.97%)
[2025-12-11T20:34:11.538433] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-11T20:34:11.538553] [INFO ] [sig       ] THC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:11.690308] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/THC.txt
[2025-12-11T20:34:11.690479] [INFO ] [sig       ] [3161/3605] Completed THC in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-11T20:34:11.690518] [INFO ] [sig       ] [3162/3605] Forecasting THFF...
[2025-12-11T20:34:11.690549] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-11T20:34:11.690596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-11T20:34:11.701958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-11T20:34:11.702224] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-11T20:34:11.702990] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-11T20:34:11.703040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:11.703071] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:11.703096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:11.703151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:11.761129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:11.761795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:11.761882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:11.761919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:11.884897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:11.885069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:11.885123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:11.885163] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:11.889796] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-12-11T20:34:11.890135] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-11T20:34:11.890293] [INFO ] [sig       ] THFF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:12.035528] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/THFF.txt
[2025-12-11T20:34:12.035676] [INFO ] [sig       ] [3162/3605] Completed THFF in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-11T20:34:12.035716] [INFO ] [sig       ] [3163/3605] Forecasting THG...
[2025-12-11T20:34:12.035744] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-11T20:34:12.035772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-11T20:34:12.047235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-11T20:34:12.047502] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-11T20:34:12.048286] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-11T20:34:12.048339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:12.048372] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:12.048410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:12.048465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:12.104432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:12.105074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:12.105148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:12.105180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:12.223008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:12.223161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:12.223199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:12.223226] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:12.226505] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-12-11T20:34:12.226794] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-11T20:34:12.226941] [INFO ] [sig       ] THG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:12.362613] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/THG.txt
[2025-12-11T20:34:12.362739] [INFO ] [sig       ] [3163/3605] Completed THG in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-11T20:34:12.362777] [INFO ] [sig       ] [3164/3605] Forecasting THO...
[2025-12-11T20:34:12.362813] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-11T20:34:12.362840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-11T20:34:12.374360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-11T20:34:12.374698] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-11T20:34:12.375442] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-11T20:34:12.375492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:12.375522] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:12.375549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:12.375623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:12.431219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:12.431857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:12.431934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:12.431964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:12.569100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:12.569264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:12.569304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:12.569333] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:12.572860] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-11T20:34:12.573140] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-11T20:34:12.573266] [INFO ] [sig       ] THO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:12.714072] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/THO.txt
[2025-12-11T20:34:12.714199] [INFO ] [sig       ] [3164/3605] Completed THO in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-11T20:34:12.714235] [INFO ] [sig       ] [3165/3605] Forecasting THQ...
[2025-12-11T20:34:12.714264] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-11T20:34:12.714292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-11T20:34:12.725754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-11T20:34:12.726030] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-11T20:34:12.726813] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-11T20:34:12.726863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:12.726919] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:12.726947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:12.727003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:12.783064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:12.783732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:12.783807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:12.783838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:12.901278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:12.901428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:12.901467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:12.901494] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:12.904757] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-11T20:34:12.905020] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-11T20:34:12.905139] [INFO ] [sig       ] THQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:13.049391] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/THQ.txt
[2025-12-11T20:34:13.049522] [INFO ] [sig       ] [3165/3605] Completed THQ in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-11T20:34:13.049559] [INFO ] [sig       ] [3166/3605] Forecasting THRM...
[2025-12-11T20:34:13.049606] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-11T20:34:13.049636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-11T20:34:13.060758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-11T20:34:13.061054] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-11T20:34:13.061820] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-11T20:34:13.061870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:13.061900] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:13.061925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:13.061979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:13.121346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:13.122123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:13.122199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:13.122231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:13.248890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:13.249036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:13.249075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:13.249101] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:13.252388] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-11T20:34:13.252666] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-11T20:34:13.252785] [INFO ] [sig       ] THRM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:13.395287] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/THRM.txt
[2025-12-11T20:34:13.395491] [INFO ] [sig       ] [3166/3605] Completed THRM in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-11T20:34:13.395551] [INFO ] [sig       ] [3167/3605] Forecasting THRY...
[2025-12-11T20:34:13.395616] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-11T20:34:13.395678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-11T20:34:13.411293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-11T20:34:13.411773] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-11T20:34:13.412821] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-11T20:34:13.412886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:13.412937] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:13.412977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:13.413065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:13.482193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:13.483062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:13.483141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:13.483172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:13.601780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:13.601925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:13.601964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:13.601992] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:13.605245] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2025-12-11T20:34:13.605508] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-11T20:34:13.605642] [INFO ] [sig       ] THRY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:13.741680] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/THRY.txt
[2025-12-11T20:34:13.741800] [INFO ] [sig       ] [3167/3605] Completed THRY in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-11T20:34:13.741837] [INFO ] [sig       ] [3168/3605] Forecasting THS...
[2025-12-11T20:34:13.741866] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-11T20:34:13.741895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-11T20:34:13.753728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-11T20:34:13.753988] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-11T20:34:13.754746] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-11T20:34:13.754795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:13.754826] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:13.754852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:13.754906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:13.813004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:13.813802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:13.813877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:13.813908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:13.938410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:13.938541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:13.938595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:13.938653] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:13.941870] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2025-12-11T20:34:13.942126] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-11T20:34:13.942243] [INFO ] [sig       ] THS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:14.082731] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/THS.txt
[2025-12-11T20:34:14.082895] [INFO ] [sig       ] [3168/3605] Completed THS in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-11T20:34:14.082932] [INFO ] [sig       ] [3169/3605] Forecasting TIGO...
[2025-12-11T20:34:14.082960] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-11T20:34:14.082990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-11T20:34:14.096360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-11T20:34:14.096909] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-11T20:34:14.097688] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-11T20:34:14.097738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:14.097769] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:14.097795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:14.097875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:14.157004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:14.157857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:14.157937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:14.157968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:14.275471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:14.275618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:14.275656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:14.275683] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:14.278888] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-11T20:34:14.279148] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-11T20:34:14.279264] [INFO ] [sig       ] TIGO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:14.415925] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TIGO.txt
[2025-12-11T20:34:14.416073] [INFO ] [sig       ] [3169/3605] Completed TIGO in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-11T20:34:14.416110] [INFO ] [sig       ] [3170/3605] Forecasting TIL...
[2025-12-11T20:34:14.416140] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-11T20:34:14.416169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-11T20:34:14.428221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-11T20:34:14.428591] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-11T20:34:14.429347] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-11T20:34:14.429398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:14.429429] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:14.429455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:14.429510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:14.485482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:14.486312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:14.486392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:14.486428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:14.607084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:14.607243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:14.607282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:14.607310] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:14.610670] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-12-11T20:34:14.610939] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-11T20:34:14.611055] [INFO ] [sig       ] TIL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:14.750281] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TIL.txt
[2025-12-11T20:34:14.750417] [INFO ] [sig       ] [3170/3605] Completed TIL in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-11T20:34:14.750454] [INFO ] [sig       ] [3171/3605] Forecasting TILE...
[2025-12-11T20:34:14.750483] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-11T20:34:14.750514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-11T20:34:14.763712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-11T20:34:14.764121] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-11T20:34:14.764922] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-11T20:34:14.764973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:14.765005] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:14.765030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:14.765084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:14.823075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:14.824012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:14.824119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:14.824159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:14.947301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:14.947456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:14.947497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:14.947525] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:14.950918] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-12-11T20:34:14.951193] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-11T20:34:14.951315] [INFO ] [sig       ] TILE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:15.094701] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TILE.txt
[2025-12-11T20:34:15.094848] [INFO ] [sig       ] [3171/3605] Completed TILE in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-11T20:34:15.094887] [INFO ] [sig       ] [3172/3605] Forecasting TIMB...
[2025-12-11T20:34:15.094915] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-11T20:34:15.094945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-11T20:34:15.106875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-11T20:34:15.107244] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-11T20:34:15.108092] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-11T20:34:15.108145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:15.108178] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:15.108205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:15.108262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:15.166250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:15.167101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:15.167190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:15.167224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:15.286842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:15.286992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:15.287032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:15.287060] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:15.290482] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-11T20:34:15.290773] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-11T20:34:15.290908] [INFO ] [sig       ] TIMB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:15.434127] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TIMB.txt
[2025-12-11T20:34:15.434289] [INFO ] [sig       ] [3172/3605] Completed TIMB in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-11T20:34:15.434330] [INFO ] [sig       ] [3173/3605] Forecasting TITN...
[2025-12-11T20:34:15.434359] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-11T20:34:15.434389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-11T20:34:15.448014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-11T20:34:15.448443] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-11T20:34:15.449270] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-11T20:34:15.449324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:15.449356] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:15.449383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:15.449444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:15.506244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:15.507139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:15.507221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:15.507252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:15.621070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:15.621214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:15.621253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:15.621281] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:15.624560] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-12-11T20:34:15.624841] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-11T20:34:15.624958] [INFO ] [sig       ] TITN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:15.760648] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TITN.txt
[2025-12-11T20:34:15.760771] [INFO ] [sig       ] [3173/3605] Completed TITN in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-11T20:34:15.760809] [INFO ] [sig       ] [3174/3605] Forecasting TJX...
[2025-12-11T20:34:15.760837] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-11T20:34:15.760865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-11T20:34:15.772692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-11T20:34:15.772985] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-11T20:34:15.773750] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-11T20:34:15.773800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:15.773830] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:15.773856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:15.773910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:15.829930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:15.830546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:15.830638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:15.830818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:15.953205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:15.953357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:15.953397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:15.953424] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:15.956700] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2025-12-11T20:34:15.956963] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-11T20:34:15.957077] [INFO ] [sig       ] TJX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:16.093979] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TJX.txt
[2025-12-11T20:34:16.094130] [INFO ] [sig       ] [3174/3605] Completed TJX in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-11T20:34:16.094168] [INFO ] [sig       ] [3175/3605] Forecasting TK...
[2025-12-11T20:34:16.094197] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-11T20:34:16.094226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-11T20:34:16.105815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-11T20:34:16.106095] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-11T20:34:16.106858] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-11T20:34:16.106908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:16.106938] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:16.106965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:16.107019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:16.163696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:16.164469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:16.164600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:16.164636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:16.282491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:16.282642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:16.282680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:16.282708] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:16.285935] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=19.32%)
[2025-12-11T20:34:16.286194] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-11T20:34:16.286310] [INFO ] [sig       ] TK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:16.422428] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TK.txt
[2025-12-11T20:34:16.422536] [INFO ] [sig       ] [3175/3605] Completed TK in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-11T20:34:16.422589] [INFO ] [sig       ] [3176/3605] Forecasting TKC...
[2025-12-11T20:34:16.422620] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-11T20:34:16.422649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-11T20:34:16.434113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-11T20:34:16.434396] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-11T20:34:16.435165] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-11T20:34:16.435226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:16.435258] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:16.435284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:16.435339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:16.491625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:16.492273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:16.492349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:16.492382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:16.611199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:16.611348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:16.611388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:16.611416] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:16.614778] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-12-11T20:34:16.615054] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-11T20:34:16.615175] [INFO ] [sig       ] TKC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:16.754155] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TKC.txt
[2025-12-11T20:34:16.754287] [INFO ] [sig       ] [3176/3605] Completed TKC in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-11T20:34:16.754324] [INFO ] [sig       ] [3177/3605] Forecasting TKNO...
[2025-12-11T20:34:16.754353] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-11T20:34:16.754382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-11T20:34:16.765309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-11T20:34:16.765625] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-11T20:34:16.766374] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-11T20:34:16.766424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:16.766454] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:16.766480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:16.766534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:16.823628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:16.824313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:16.824391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:16.824422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:16.940154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:16.940301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:16.940338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:16.940365] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:16.943618] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-12-11T20:34:16.943884] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-11T20:34:16.944003] [INFO ] [sig       ] TKNO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:17.082128] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TKNO.txt
[2025-12-11T20:34:17.082256] [INFO ] [sig       ] [3177/3605] Completed TKNO in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-11T20:34:17.082293] [INFO ] [sig       ] [3178/3605] Forecasting TKO...
[2025-12-11T20:34:17.082323] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-11T20:34:17.082352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-11T20:34:17.094041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-11T20:34:17.094381] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-11T20:34:17.095155] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-11T20:34:17.095205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:17.095238] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:17.095264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:17.095318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:17.150964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:17.151794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:17.151874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:17.151905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:17.273160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:17.273304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:17.273349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:17.273378] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:17.276623] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-12-11T20:34:17.276879] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-11T20:34:17.276995] [INFO ] [sig       ] TKO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:17.414853] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TKO.txt
[2025-12-11T20:34:17.414984] [INFO ] [sig       ] [3178/3605] Completed TKO in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-11T20:34:17.415024] [INFO ] [sig       ] [3179/3605] Forecasting TLK...
[2025-12-11T20:34:17.415052] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-11T20:34:17.415080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-11T20:34:17.426658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-11T20:34:17.426942] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-11T20:34:17.427698] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-11T20:34:17.427748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:17.427779] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:17.427805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:17.427890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:17.484980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:17.485702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:17.485778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:17.485809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:17.608487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:17.608646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:17.608685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:17.608712] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:17.611940] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-12-11T20:34:17.612203] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-11T20:34:17.612317] [INFO ] [sig       ] TLK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:17.750853] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TLK.txt
[2025-12-11T20:34:17.751017] [INFO ] [sig       ] [3179/3605] Completed TLK in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-11T20:34:17.751064] [INFO ] [sig       ] [3180/3605] Forecasting TLN...
[2025-12-11T20:34:17.751093] [INFO ] [sig       ] Generating forecast for: TLN
[2025-12-11T20:34:17.751122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-12-11T20:34:17.762881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-12-11T20:34:17.763251] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-12-11T20:34:17.764073] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-12-11T20:34:17.764125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:17.764157] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:17.764185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:17.764240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:17.822165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:17.823037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:17.823120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:17.823153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:17.946291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:17.946462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:17.946507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:17.946536] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:17.950009] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2025-12-11T20:34:17.950286] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-12-11T20:34:17.950411] [INFO ] [sig       ] TLN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:18.090752] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TLN.txt
[2025-12-11T20:34:18.090910] [INFO ] [sig       ] [3180/3605] Completed TLN in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-11T20:34:18.090948] [INFO ] [sig       ] [3181/3605] Forecasting TLS...
[2025-12-11T20:34:18.090975] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-11T20:34:18.091003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-11T20:34:18.102259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-11T20:34:18.102541] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-11T20:34:18.103299] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-11T20:34:18.103349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:18.103380] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:18.103405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:18.103460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:18.161212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:18.162088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:18.162173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:18.162206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:18.279219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:18.279365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:18.279404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:18.279433] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:18.282773] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2025-12-11T20:34:18.283056] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-11T20:34:18.283224] [INFO ] [sig       ] TLS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:18.421846] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TLS.txt
[2025-12-11T20:34:18.421969] [INFO ] [sig       ] [3181/3605] Completed TLS in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-11T20:34:18.422006] [INFO ] [sig       ] [3182/3605] Forecasting TLSA...
[2025-12-11T20:34:18.422035] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-11T20:34:18.422064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-11T20:34:18.434238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-11T20:34:18.434589] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-11T20:34:18.435388] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-11T20:34:18.435439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:18.435503] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:18.435530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:18.435600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:18.492159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:18.492921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:18.493010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:18.493042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:18.615045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:18.615187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:18.615225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:18.615251] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:18.618662] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-12-11T20:34:18.618927] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-11T20:34:18.619044] [INFO ] [sig       ] TLSA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:18.757654] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TLSA.txt
[2025-12-11T20:34:18.757773] [INFO ] [sig       ] [3182/3605] Completed TLSA in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-11T20:34:18.757812] [INFO ] [sig       ] [3183/3605] Forecasting TLSI...
[2025-12-11T20:34:18.757854] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-11T20:34:18.757887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-11T20:34:18.768278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-11T20:34:18.768625] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-11T20:34:18.769423] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-11T20:34:18.769475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:18.769508] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:18.769537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:18.769619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:18.828254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:18.828929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:18.829008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:18.829040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:18.947732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:18.947898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:18.947955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:18.947984] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:18.951285] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-12-11T20:34:18.951557] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-11T20:34:18.951697] [INFO ] [sig       ] TLSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:19.089973] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TLSI.txt
[2025-12-11T20:34:19.090114] [INFO ] [sig       ] [3183/3605] Completed TLSI in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-11T20:34:19.090152] [INFO ] [sig       ] [3184/3605] Forecasting TLYS...
[2025-12-11T20:34:19.090180] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-11T20:34:19.090209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-11T20:34:19.101415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-11T20:34:19.101719] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-11T20:34:19.102524] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-11T20:34:19.102603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:19.102644] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:19.102672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:19.102731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:19.160535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:19.161284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:19.161365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:19.161398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:19.277682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:19.277831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:19.277883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:19.277912] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:19.281151] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-11T20:34:19.281409] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-11T20:34:19.281525] [INFO ] [sig       ] TLYS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:19.418915] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TLYS.txt
[2025-12-11T20:34:19.419032] [INFO ] [sig       ] [3184/3605] Completed TLYS in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-11T20:34:19.419068] [INFO ] [sig       ] [3185/3605] Forecasting TM...
[2025-12-11T20:34:19.419097] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-11T20:34:19.419126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-11T20:34:19.430658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-11T20:34:19.430957] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-11T20:34:19.431783] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-11T20:34:19.431835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:19.431868] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:19.431895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:19.431953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:19.489648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:19.490454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:19.490557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:19.490612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:19.610269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:19.610419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:19.610457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:19.610518] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:19.614004] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-11T20:34:19.614314] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-11T20:34:19.614449] [INFO ] [sig       ] TM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:19.755083] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TM.txt
[2025-12-11T20:34:19.755216] [INFO ] [sig       ] [3185/3605] Completed TM in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-11T20:34:19.755253] [INFO ] [sig       ] [3186/3605] Forecasting TMC...
[2025-12-11T20:34:19.755282] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-11T20:34:19.755317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-11T20:34:19.766600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-11T20:34:19.766912] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-11T20:34:19.767715] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-11T20:34:19.767766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:19.767798] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:19.767825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:19.767907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:19.826264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:19.827014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:19.827095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:19.827127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:19.941897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:19.942040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:19.942079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:19.942106] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:19.945554] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-11T20:34:19.945854] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-11T20:34:19.945979] [INFO ] [sig       ] TMC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:20.085190] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TMC.txt
[2025-12-11T20:34:20.085315] [INFO ] [sig       ] [3186/3605] Completed TMC in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-11T20:34:20.085353] [INFO ] [sig       ] [3187/3605] Forecasting TMCI...
[2025-12-11T20:34:20.085381] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-11T20:34:20.085410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-11T20:34:20.096190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-11T20:34:20.096497] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-11T20:34:20.097291] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-11T20:34:20.097341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:20.097384] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:20.097412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:20.097469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:20.155317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:20.156020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:20.156099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:20.156132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:20.275077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:20.275227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:20.275264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:20.275292] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:20.278533] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-11T20:34:20.278812] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-11T20:34:20.278929] [INFO ] [sig       ] TMCI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:20.417029] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TMCI.txt
[2025-12-11T20:34:20.417179] [INFO ] [sig       ] [3187/3605] Completed TMCI in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-11T20:34:20.417219] [INFO ] [sig       ] [3188/3605] Forecasting TMDX...
[2025-12-11T20:34:20.417248] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-11T20:34:20.417278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-11T20:34:20.428740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-11T20:34:20.429103] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-11T20:34:20.429889] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-11T20:34:20.429940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:20.429970] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:20.429996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:20.430051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:20.488658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:20.489489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:20.489606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:20.489649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:20.607923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:20.608077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:20.608117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:20.608144] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:20.612191] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-12-11T20:34:20.612458] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-11T20:34:20.612595] [INFO ] [sig       ] TMDX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:20.752429] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TMDX.txt
[2025-12-11T20:34:20.752568] [INFO ] [sig       ] [3188/3605] Completed TMDX in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-11T20:34:20.752626] [INFO ] [sig       ] [3189/3605] Forecasting TME...
[2025-12-11T20:34:20.752655] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-11T20:34:20.752684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-11T20:34:20.764545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-11T20:34:20.764963] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-11T20:34:20.765758] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-11T20:34:20.765808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:20.765841] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:20.765867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:20.765921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:20.823287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:20.824144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:20.824225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:20.824259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:20.944390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:20.944540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:20.944596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:20.944626] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:20.947952] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-12-11T20:34:20.948229] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-11T20:34:20.948350] [INFO ] [sig       ] TME: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:21.085774] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TME.txt
[2025-12-11T20:34:21.085903] [INFO ] [sig       ] [3189/3605] Completed TME in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-11T20:34:21.085941] [INFO ] [sig       ] [3190/3605] Forecasting TMHC...
[2025-12-11T20:34:21.085969] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-11T20:34:21.085998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-11T20:34:21.097288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-11T20:34:21.097618] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-11T20:34:21.098400] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-11T20:34:21.098450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:21.098481] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:21.098506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:21.098564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:21.153994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:21.154625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:21.154703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:21.154735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:21.268786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:21.268937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:21.268977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:21.269005] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:21.272354] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-11T20:34:21.272638] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-11T20:34:21.272758] [INFO ] [sig       ] TMHC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:21.412399] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TMHC.txt
[2025-12-11T20:34:21.412540] [INFO ] [sig       ] [3190/3605] Completed TMHC in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-11T20:34:21.412602] [INFO ] [sig       ] [3191/3605] Forecasting TMUS...
[2025-12-11T20:34:21.412640] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-11T20:34:21.412671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-11T20:34:21.423872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-11T20:34:21.424150] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-11T20:34:21.424955] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-11T20:34:21.425006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:21.425037] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:21.425063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:21.425119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:21.486158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:21.486877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:21.486954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:21.486986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:21.611535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:21.611688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:21.611728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:21.611756] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:21.615085] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-11T20:34:21.615363] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-11T20:34:21.615482] [INFO ] [sig       ] TMUS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:21.754297] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TMUS.txt
[2025-12-11T20:34:21.754418] [INFO ] [sig       ] [3191/3605] Completed TMUS in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:21.754456] [INFO ] [sig       ] [3192/3605] Forecasting TNC...
[2025-12-11T20:34:21.754484] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-11T20:34:21.754524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-11T20:34:21.766821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-11T20:34:21.767131] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-11T20:34:21.768157] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-11T20:34:21.768209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:21.768241] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:21.768267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:21.768322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:21.828385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:21.829238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:21.829345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:21.829379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:21.947448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:21.947622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:21.947665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:21.947695] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:21.951138] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2025-12-11T20:34:21.951411] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-11T20:34:21.951532] [INFO ] [sig       ] TNC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:22.089859] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TNC.txt
[2025-12-11T20:34:22.089990] [INFO ] [sig       ] [3192/3605] Completed TNC in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:22.090030] [INFO ] [sig       ] [3193/3605] Forecasting TNDM...
[2025-12-11T20:34:22.090058] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-11T20:34:22.090087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-11T20:34:22.101331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-11T20:34:22.101669] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-11T20:34:22.102437] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-11T20:34:22.102489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:22.102547] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:22.102605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:22.102666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:22.160080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:22.160834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:22.160914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:22.160948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:22.282771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:22.282929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:22.282969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:22.282998] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:22.286310] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-11T20:34:22.286605] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-11T20:34:22.286728] [INFO ] [sig       ] TNDM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:22.425051] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TNDM.txt
[2025-12-11T20:34:22.425181] [INFO ] [sig       ] [3193/3605] Completed TNDM in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:22.425220] [INFO ] [sig       ] [3194/3605] Forecasting TNGX...
[2025-12-11T20:34:22.425248] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-11T20:34:22.425277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-11T20:34:22.436666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-11T20:34:22.436956] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-11T20:34:22.437713] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-11T20:34:22.437763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:22.437794] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:22.437820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:22.437906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:22.494610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:22.495438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:22.495520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:22.495553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:22.612554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:22.612731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:22.612770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:22.612813] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:22.616069] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-11T20:34:22.616329] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-11T20:34:22.616446] [INFO ] [sig       ] TNGX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:22.753415] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TNGX.txt
[2025-12-11T20:34:22.753539] [INFO ] [sig       ] [3194/3605] Completed TNGX in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:22.753597] [INFO ] [sig       ] [3195/3605] Forecasting TNK...
[2025-12-11T20:34:22.753629] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-11T20:34:22.753658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-11T20:34:22.764749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-11T20:34:22.765047] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-11T20:34:22.765820] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-11T20:34:22.765870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:22.765901] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:22.765927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:22.765982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:22.822624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:22.823446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:22.823527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:22.823561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:22.943719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:22.943866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:22.943905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:22.943933] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:22.947177] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=44.80%)
[2025-12-11T20:34:22.947437] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-11T20:34:22.947552] [INFO ] [sig       ] TNK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:23.084734] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TNK.txt
[2025-12-11T20:34:23.084884] [INFO ] [sig       ] [3195/3605] Completed TNK in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:23.084922] [INFO ] [sig       ] [3196/3605] Forecasting TNL...
[2025-12-11T20:34:23.084950] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-11T20:34:23.084979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-11T20:34:23.095892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-11T20:34:23.096165] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-11T20:34:23.096930] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-11T20:34:23.096979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:23.097010] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:23.097036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:23.097091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:23.153347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:23.153975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:23.154054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:23.154086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:23.277562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:23.277723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:23.277762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:23.277789] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:23.281148] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-11T20:34:23.281413] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-11T20:34:23.281530] [INFO ] [sig       ] TNL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:23.419173] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TNL.txt
[2025-12-11T20:34:23.419295] [INFO ] [sig       ] [3196/3605] Completed TNL in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:23.419334] [INFO ] [sig       ] [3197/3605] Forecasting TNON...
[2025-12-11T20:34:23.419361] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-11T20:34:23.419389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-11T20:34:23.430537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-11T20:34:23.430828] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-11T20:34:23.431609] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-11T20:34:23.431661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:23.431692] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:23.431718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:23.431773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:23.488808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:23.489446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:23.489525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:23.489557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:23.609691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:23.609840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:23.609880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:23.609909] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:23.613335] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2025-12-11T20:34:23.613632] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-11T20:34:23.613760] [INFO ] [sig       ] TNON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:23.752195] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TNON.txt
[2025-12-11T20:34:23.752318] [INFO ] [sig       ] [3197/3605] Completed TNON in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:23.752356] [INFO ] [sig       ] [3198/3605] Forecasting TNXP...
[2025-12-11T20:34:23.752384] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-11T20:34:23.752412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-11T20:34:23.763895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-11T20:34:23.764181] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-11T20:34:23.764950] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-11T20:34:23.765000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:23.765031] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:23.765057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:23.765123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:23.821187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:23.821928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:23.822004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:23.822036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:23.940153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:23.940302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:23.940343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:23.940372] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:23.943793] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-11T20:34:23.944070] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-11T20:34:23.944194] [INFO ] [sig       ] TNXP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:24.087190] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TNXP.txt
[2025-12-11T20:34:24.087326] [INFO ] [sig       ] [3198/3605] Completed TNXP in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:24.087362] [INFO ] [sig       ] [3199/3605] Forecasting TNYA...
[2025-12-11T20:34:24.087392] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-12-11T20:34:24.087421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-12-11T20:34:24.099439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-12-11T20:34:24.099763] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-12-11T20:34:24.100528] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-12-11T20:34:24.100597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:24.100660] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:24.100689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:24.100747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:24.161668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:24.162293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:24.162371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:24.162404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:24.289608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:24.289755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:24.289793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:24.289820] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:24.293065] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-11T20:34:24.293331] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-12-11T20:34:24.293448] [INFO ] [sig       ] TNYA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:24.436967] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TNYA.txt
[2025-12-11T20:34:24.437089] [INFO ] [sig       ] [3199/3605] Completed TNYA in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:24.437127] [INFO ] [sig       ] [3200/3605] Forecasting TOI...
[2025-12-11T20:34:24.437155] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-11T20:34:24.437184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-11T20:34:24.448417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-11T20:34:24.448705] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-11T20:34:24.449441] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-11T20:34:24.449502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:24.449533] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:24.449559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:24.449641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:24.506755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:24.507397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:24.507483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:24.507519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:24.627960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:24.628113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:24.628154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:24.628183] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:24.631557] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-11T20:34:24.631855] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-11T20:34:24.631976] [INFO ] [sig       ] TOI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:24.770171] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TOI.txt
[2025-12-11T20:34:24.770303] [INFO ] [sig       ] [3200/3605] Completed TOI in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-11T20:34:24.770342] [INFO ] [sig       ] [3201/3605] Forecasting TOL...
[2025-12-11T20:34:24.770370] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-11T20:34:24.770398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-11T20:34:24.781947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-11T20:34:24.782231] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-11T20:34:24.782996] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-11T20:34:24.783046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:24.783077] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:24.783102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:24.783155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:24.840489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:24.841348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:24.841433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:24.841466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:24.959691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:24.959845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:24.959886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:24.959915] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:24.963259] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2025-12-11T20:34:24.963531] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-11T20:34:24.963674] [INFO ] [sig       ] TOL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:25.115208] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TOL.txt
[2025-12-11T20:34:25.115392] [INFO ] [sig       ] [3201/3605] Completed TOL in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-11T20:34:25.115436] [INFO ] [sig       ] [3202/3605] Forecasting TORO...
[2025-12-11T20:34:25.115467] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-11T20:34:25.115498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-11T20:34:25.128418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-11T20:34:25.128867] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-11T20:34:25.129715] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-11T20:34:25.129768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:25.129801] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:25.129827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:25.129883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:25.189015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:25.189976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:25.190068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:25.190100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:25.309450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:25.309631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:25.309679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:25.309772] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:25.313401] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-12-11T20:34:25.313733] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-11T20:34:25.313871] [INFO ] [sig       ] TORO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:25.457503] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TORO.txt
[2025-12-11T20:34:25.457688] [INFO ] [sig       ] [3202/3605] Completed TORO in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-11T20:34:25.457736] [INFO ] [sig       ] [3203/3605] Forecasting TOWN...
[2025-12-11T20:34:25.457774] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-11T20:34:25.457806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-11T20:34:25.469299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-11T20:34:25.469697] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-11T20:34:25.470482] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-11T20:34:25.470534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:25.470566] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:25.470618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:25.470677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:25.527101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:25.527963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:25.528044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:25.528075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:25.646770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:25.646920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:25.646957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:25.646985] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:25.650299] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-11T20:34:25.650563] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-11T20:34:25.650699] [INFO ] [sig       ] TOWN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:25.789163] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TOWN.txt
[2025-12-11T20:34:25.789317] [INFO ] [sig       ] [3203/3605] Completed TOWN in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-11T20:34:25.789356] [INFO ] [sig       ] [3204/3605] Forecasting TOYO...
[2025-12-11T20:34:25.789385] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-11T20:34:25.789414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-11T20:34:25.800915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-11T20:34:25.801251] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-11T20:34:25.802022] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-11T20:34:25.802073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:25.802104] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:25.802130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:25.802186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:25.861366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:25.862226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:25.862307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:25.862339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:25.972381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:25.972517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:25.972556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:25.972602] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:25.975982] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=53.26%)
[2025-12-11T20:34:25.976260] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-11T20:34:25.976383] [INFO ] [sig       ] TOYO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:26.115004] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TOYO.txt
[2025-12-11T20:34:26.115137] [INFO ] [sig       ] [3204/3605] Completed TOYO in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-11T20:34:26.115177] [INFO ] [sig       ] [3205/3605] Forecasting TPB...
[2025-12-11T20:34:26.115207] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-11T20:34:26.115239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-11T20:34:26.126881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-11T20:34:26.127167] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-11T20:34:26.127996] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-11T20:34:26.128047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:26.128079] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:26.128105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:26.128160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:26.183951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:26.184733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:26.184810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:26.184841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:26.302559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:26.302712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:26.302753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:26.302781] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:26.306099] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-11T20:34:26.306381] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-11T20:34:26.306499] [INFO ] [sig       ] TPB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:26.444059] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TPB.txt
[2025-12-11T20:34:26.444198] [INFO ] [sig       ] [3205/3605] Completed TPB in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-11T20:34:26.444235] [INFO ] [sig       ] [3206/3605] Forecasting TPC...
[2025-12-11T20:34:26.444264] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-11T20:34:26.444292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-11T20:34:26.455435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-11T20:34:26.455745] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-11T20:34:26.456530] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-11T20:34:26.456609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:26.456647] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:26.456674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:26.456731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:26.514298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:26.515141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:26.515222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:26.515255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:26.634519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:26.634677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:26.634716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:26.634760] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:26.638012] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-11T20:34:26.638275] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-11T20:34:26.638394] [INFO ] [sig       ] TPC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:26.775632] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TPC.txt
[2025-12-11T20:34:26.775773] [INFO ] [sig       ] [3206/3605] Completed TPC in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-11T20:34:26.775811] [INFO ] [sig       ] [3207/3605] Forecasting TPG...
[2025-12-11T20:34:26.775839] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-11T20:34:26.775867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-11T20:34:26.787070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-11T20:34:26.787346] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-11T20:34:26.791161] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-11T20:34:26.791234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:26.791265] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:26.791291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:26.791352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:26.862738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:26.863773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:26.863873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:26.863915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:26.988763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:26.988946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:26.988988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:26.989015] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:26.992346] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-11T20:34:26.992635] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-11T20:34:26.992754] [INFO ] [sig       ] TPG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:27.127899] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TPG.txt
[2025-12-11T20:34:27.128027] [INFO ] [sig       ] [3207/3605] Completed TPG in 0.4s | 2.94 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-11T20:34:27.128071] [INFO ] [sig       ] [3208/3605] Forecasting TPGXL...
[2025-12-11T20:34:27.128101] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-11T20:34:27.128128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-11T20:34:27.139532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-11T20:34:27.139902] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-11T20:34:27.140670] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-11T20:34:27.140724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:27.140756] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:27.140782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:27.140837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:27.196041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:27.196687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:27.196763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:27.196794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:27.306917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:27.307069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:27.307107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:27.307134] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:27.310404] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2025-12-11T20:34:27.310693] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-11T20:34:27.310812] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:27.448944] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TPGXL.txt
[2025-12-11T20:34:27.449086] [INFO ] [sig       ] [3208/3605] Completed TPGXL in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-11T20:34:27.449125] [INFO ] [sig       ] [3209/3605] Forecasting TPH...
[2025-12-11T20:34:27.449153] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-11T20:34:27.449181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-11T20:34:27.460224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-11T20:34:27.460521] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-11T20:34:27.461281] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-11T20:34:27.461331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:27.461361] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:27.461388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:27.461443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:27.516587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:27.517225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:27.517331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:27.517362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:27.635378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:27.635546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:27.635601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:27.635631] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:27.638913] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-11T20:34:27.639203] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-11T20:34:27.639320] [INFO ] [sig       ] TPH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:27.774457] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TPH.txt
[2025-12-11T20:34:27.774597] [INFO ] [sig       ] [3209/3605] Completed TPH in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:27.774638] [INFO ] [sig       ] [3210/3605] Forecasting TPL...
[2025-12-11T20:34:27.774666] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-11T20:34:27.774693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-11T20:34:27.786183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-11T20:34:27.786482] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-11T20:34:27.787253] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-11T20:34:27.787304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:27.787335] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:27.787361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:27.787415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:27.842951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:27.843637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:27.843717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:27.843750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:27.962870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:27.963016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:27.963057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:27.963085] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:27.966385] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=37.48%)
[2025-12-11T20:34:27.966673] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-11T20:34:27.966794] [INFO ] [sig       ] TPL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:28.103176] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TPL.txt
[2025-12-11T20:34:28.103328] [INFO ] [sig       ] [3210/3605] Completed TPL in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:28.103370] [INFO ] [sig       ] [3211/3605] Forecasting TPVG...
[2025-12-11T20:34:28.103399] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-11T20:34:28.103427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-11T20:34:28.114800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-11T20:34:28.115154] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-11T20:34:28.115972] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-11T20:34:28.116024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:28.116068] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:28.116095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:28.116149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:28.174326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:28.175211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:28.175306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:28.175360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:28.305218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:28.305390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:28.305435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:28.305476] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:28.309031] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-11T20:34:28.309305] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-11T20:34:28.309426] [INFO ] [sig       ] TPVG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:28.451404] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TPVG.txt
[2025-12-11T20:34:28.451554] [INFO ] [sig       ] [3211/3605] Completed TPVG in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:28.451611] [INFO ] [sig       ] [3212/3605] Forecasting TPYP...
[2025-12-11T20:34:28.451643] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-11T20:34:28.451672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-11T20:34:28.463185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-11T20:34:28.463567] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-11T20:34:28.464390] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-11T20:34:28.464444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:28.464476] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:28.464502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:28.464558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:28.521968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:28.522870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:28.522957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:28.522990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:28.639346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:28.639498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:28.639538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:28.639584] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:28.642938] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-12-11T20:34:28.643209] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-11T20:34:28.643328] [INFO ] [sig       ] TPYP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:28.783594] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TPYP.txt
[2025-12-11T20:34:28.783765] [INFO ] [sig       ] [3212/3605] Completed TPYP in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:28.783805] [INFO ] [sig       ] [3213/3605] Forecasting TPZ...
[2025-12-11T20:34:28.783834] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-11T20:34:28.783864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-11T20:34:28.795264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-11T20:34:28.795612] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-11T20:34:28.796411] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-11T20:34:28.796463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:28.796496] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:28.796523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:28.796608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:28.854345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:28.855084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:28.855164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:28.855196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:28.964380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:28.964523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:28.964563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:28.964608] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:28.967864] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-11T20:34:28.968130] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-11T20:34:28.968245] [INFO ] [sig       ] TPZ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:29.109384] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TPZ.txt
[2025-12-11T20:34:29.109534] [INFO ] [sig       ] [3213/3605] Completed TPZ in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:29.109590] [INFO ] [sig       ] [3214/3605] Forecasting TQQQ...
[2025-12-11T20:34:29.109621] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-11T20:34:29.109650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-11T20:34:29.122472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-11T20:34:29.122879] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-11T20:34:29.123708] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-11T20:34:29.123761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:29.123794] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:29.123821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:29.123877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:29.181462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:29.182375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:29.182460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:29.182492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:29.306096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:29.306242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:29.306281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:29.306308] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:29.309891] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-11T20:34:29.310152] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-11T20:34:29.310269] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:29.447167] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TQQQ.txt
[2025-12-11T20:34:29.447290] [INFO ] [sig       ] [3214/3605] Completed TQQQ in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:29.447334] [INFO ] [sig       ] [3215/3605] Forecasting TRC...
[2025-12-11T20:34:29.447363] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-11T20:34:29.447393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-11T20:34:29.458891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-11T20:34:29.459157] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-11T20:34:29.459946] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-11T20:34:29.459997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:29.460031] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:29.460059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:29.460140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:29.518777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:29.519482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:29.519562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:29.519613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:29.635238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:29.635378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:29.635416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:29.635444] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:29.638743] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-11T20:34:29.639009] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-11T20:34:29.639131] [INFO ] [sig       ] TRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:29.796263] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TRC.txt
[2025-12-11T20:34:29.796403] [INFO ] [sig       ] [3215/3605] Completed TRC in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:29.796441] [INFO ] [sig       ] [3216/3605] Forecasting TRDA...
[2025-12-11T20:34:29.796469] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-11T20:34:29.796499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-11T20:34:29.808103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-11T20:34:29.808434] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-11T20:34:29.809216] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-11T20:34:29.809267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:29.809325] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:29.809352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:29.809407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:29.865384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:29.866171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:29.866252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:29.866283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:29.984753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:29.984909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:29.984949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:29.984977] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:29.988318] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=33.27%)
[2025-12-11T20:34:29.988609] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-11T20:34:29.988746] [INFO ] [sig       ] TRDA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:30.126586] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TRDA.txt
[2025-12-11T20:34:30.126742] [INFO ] [sig       ] [3216/3605] Completed TRDA in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:30.126783] [INFO ] [sig       ] [3217/3605] Forecasting TREE...
[2025-12-11T20:34:30.126811] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-11T20:34:30.126839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-11T20:34:30.138216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-11T20:34:30.138563] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-11T20:34:30.139325] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-11T20:34:30.139374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:30.139405] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:30.139455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:30.139511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:30.195239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:30.196081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:30.196162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:30.196194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:30.317188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:30.317343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:30.317384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:30.317412] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:30.320809] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-11T20:34:30.321087] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-11T20:34:30.321209] [INFO ] [sig       ] TREE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:30.465602] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TREE.txt
[2025-12-11T20:34:30.465744] [INFO ] [sig       ] [3217/3605] Completed TREE in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:30.465782] [INFO ] [sig       ] [3218/3605] Forecasting TREX...
[2025-12-11T20:34:30.465811] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-11T20:34:30.465839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-11T20:34:30.477437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-11T20:34:30.477746] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-11T20:34:30.478535] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-11T20:34:30.478612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:30.478646] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:30.478673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:30.478738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:30.534850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:30.535468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:30.535544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:30.535592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:30.661126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:30.661275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:30.661332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:30.661360] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:30.664653] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-11T20:34:30.664919] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-11T20:34:30.665035] [INFO ] [sig       ] TREX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:30.807930] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TREX.txt
[2025-12-11T20:34:30.808068] [INFO ] [sig       ] [3218/3605] Completed TREX in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-11T20:34:30.808105] [INFO ] [sig       ] [3219/3605] Forecasting TRGP...
[2025-12-11T20:34:30.808134] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-11T20:34:30.808163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-11T20:34:30.819663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-11T20:34:30.819982] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-11T20:34:30.820747] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-11T20:34:30.820801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:30.820832] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:30.820859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:30.820914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:30.877801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:30.878746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:30.878830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:30.878861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:30.995284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:30.995433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:30.995472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:30.995558] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:30.999061] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-12-11T20:34:30.999336] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-11T20:34:30.999459] [INFO ] [sig       ] TRGP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:31.141441] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TRGP.txt
[2025-12-11T20:34:31.141609] [INFO ] [sig       ] [3219/3605] Completed TRGP in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-11T20:34:31.141651] [INFO ] [sig       ] [3220/3605] Forecasting TRI...
[2025-12-11T20:34:31.141681] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-11T20:34:31.141712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-11T20:34:31.154224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-11T20:34:31.154535] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-11T20:34:31.155314] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-11T20:34:31.155366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:31.155399] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:31.155426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:31.155482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:31.218677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:31.219636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:31.219752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:31.219787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:31.348699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:31.348846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:31.348884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:31.348912] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:31.352151] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-11T20:34:31.352416] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-11T20:34:31.352535] [INFO ] [sig       ] TRI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:31.489416] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TRI.txt
[2025-12-11T20:34:31.489595] [INFO ] [sig       ] [3220/3605] Completed TRI in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-11T20:34:31.489638] [INFO ] [sig       ] [3221/3605] Forecasting TRIN...
[2025-12-11T20:34:31.489671] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-11T20:34:31.489701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-11T20:34:31.501450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-11T20:34:31.501840] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-11T20:34:31.502667] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-11T20:34:31.502719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:31.502751] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:31.502778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:31.502839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:31.559817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:31.560567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:31.560666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:31.560699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:31.678891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:31.679036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:31.679074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:31.679102] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:31.682337] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-11T20:34:31.682616] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-11T20:34:31.682734] [INFO ] [sig       ] TRIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:31.821410] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TRIN.txt
[2025-12-11T20:34:31.821563] [INFO ] [sig       ] [3221/3605] Completed TRIN in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-11T20:34:31.821626] [INFO ] [sig       ] [3222/3605] Forecasting TRIP...
[2025-12-11T20:34:31.821658] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-11T20:34:31.821689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-11T20:34:31.833172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-11T20:34:31.833500] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-11T20:34:31.834316] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-11T20:34:31.834367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:31.834409] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:31.834436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:31.834491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:31.892135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:31.892939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:31.893021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:31.893054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:32.017134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:32.017299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:32.017337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:32.017364] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:32.020751] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-11T20:34:32.021020] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-11T20:34:32.021137] [INFO ] [sig       ] TRIP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:32.158737] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TRIP.txt
[2025-12-11T20:34:32.158872] [INFO ] [sig       ] [3222/3605] Completed TRIP in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-11T20:34:32.158910] [INFO ] [sig       ] [3223/3605] Forecasting TRMB...
[2025-12-11T20:34:32.158940] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-11T20:34:32.158968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-11T20:34:32.170099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-11T20:34:32.170418] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-11T20:34:32.171198] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-11T20:34:32.171249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:32.171281] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:32.171308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:32.171364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:32.227566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:32.228299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:32.228396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:32.228428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:32.349871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:32.350019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:32.350059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:32.350088] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:32.353485] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2025-12-11T20:34:32.353770] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-11T20:34:32.353890] [INFO ] [sig       ] TRMB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:32.492152] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TRMB.txt
[2025-12-11T20:34:32.492287] [INFO ] [sig       ] [3223/3605] Completed TRMB in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-11T20:34:32.492326] [INFO ] [sig       ] [3224/3605] Forecasting TRMD...
[2025-12-11T20:34:32.492355] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-11T20:34:32.492383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-11T20:34:32.503956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-11T20:34:32.504263] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-11T20:34:32.505027] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-11T20:34:32.505076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:32.505107] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:32.505133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:32.505187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:32.561718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:32.562479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:32.562557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:32.562607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:32.682421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:32.682588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:32.682629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:32.682656] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:32.685994] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-12-11T20:34:32.686261] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-11T20:34:32.686379] [INFO ] [sig       ] TRMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:32.830288] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TRMD.txt
[2025-12-11T20:34:32.830430] [INFO ] [sig       ] [3224/3605] Completed TRMD in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-11T20:34:32.830468] [INFO ] [sig       ] [3225/3605] Forecasting TRMK...
[2025-12-11T20:34:32.830496] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-11T20:34:32.830525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-11T20:34:32.841338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-11T20:34:32.841653] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-11T20:34:32.842393] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-11T20:34:32.842443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:32.842474] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:32.842500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:32.842555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:32.901255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:32.902047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:32.902126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:32.902158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:33.016907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:33.017057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:33.017096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:33.017125] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:33.020486] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-11T20:34:33.020775] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-11T20:34:33.020900] [INFO ] [sig       ] TRMK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:33.159147] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TRMK.txt
[2025-12-11T20:34:33.159277] [INFO ] [sig       ] [3225/3605] Completed TRMK in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-11T20:34:33.159315] [INFO ] [sig       ] [3226/3605] Forecasting TRN...
[2025-12-11T20:34:33.159349] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-11T20:34:33.159379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-11T20:34:33.170409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-11T20:34:33.170743] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-11T20:34:33.171487] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-11T20:34:33.171537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:33.171570] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:33.171633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:33.171708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:33.233714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:33.234522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:33.234651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:33.234684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:33.352870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:33.353022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:33.353061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:33.353090] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:33.356542] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=62.26%)
[2025-12-11T20:34:33.356832] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-11T20:34:33.356964] [INFO ] [sig       ] TRN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:33.495867] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TRN.txt
[2025-12-11T20:34:33.496001] [INFO ] [sig       ] [3226/3605] Completed TRN in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:33.496039] [INFO ] [sig       ] [3227/3605] Forecasting TRNO...
[2025-12-11T20:34:33.496069] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-11T20:34:33.496097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-11T20:34:33.506948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-11T20:34:33.507242] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-11T20:34:33.508036] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-11T20:34:33.508087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:33.508119] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:33.508145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:33.508200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:33.564813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:33.565526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:33.565626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:33.565660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:33.685532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:33.685696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:33.685735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:33.685763] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:33.689073] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-11T20:34:33.689346] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-11T20:34:33.689468] [INFO ] [sig       ] TRNO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:33.828241] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TRNO.txt
[2025-12-11T20:34:33.828392] [INFO ] [sig       ] [3227/3605] Completed TRNO in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:33.828430] [INFO ] [sig       ] [3228/3605] Forecasting TRNS...
[2025-12-11T20:34:33.828459] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-11T20:34:33.828489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-11T20:34:33.839351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-11T20:34:33.839788] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-11T20:34:33.840652] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-11T20:34:33.840705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:33.840737] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:33.840765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:33.840821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:33.899211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:33.900064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:33.900146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:33.900179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:34.025932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:34.026100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:34.026145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:34.026175] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:34.029554] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=42.82%)
[2025-12-11T20:34:34.029852] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-11T20:34:34.029969] [INFO ] [sig       ] TRNS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:34.171266] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TRNS.txt
[2025-12-11T20:34:34.171414] [INFO ] [sig       ] [3228/3605] Completed TRNS in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:34.171451] [INFO ] [sig       ] [3229/3605] Forecasting TROX...
[2025-12-11T20:34:34.171480] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-11T20:34:34.171508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-11T20:34:34.182626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-11T20:34:34.182991] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-11T20:34:34.183775] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-11T20:34:34.183826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:34.183859] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:34.183885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:34.183941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:34.241718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:34.242534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:34.242632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:34.242667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:34.357271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:34.357421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:34.357460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:34.357506] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:34.360816] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-12-11T20:34:34.361087] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-11T20:34:34.361204] [INFO ] [sig       ] TROX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:34.500230] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TROX.txt
[2025-12-11T20:34:34.500405] [INFO ] [sig       ] [3229/3605] Completed TROX in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:34.500444] [INFO ] [sig       ] [3230/3605] Forecasting TRP...
[2025-12-11T20:34:34.500472] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-11T20:34:34.500501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-11T20:34:34.511522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-11T20:34:34.511900] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-11T20:34:34.512743] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-11T20:34:34.512796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:34.512829] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:34.512858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:34.512918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:34.575672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:34.576788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:34.576894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:34.576948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:34.699988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:34.700157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:34.700203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:34.700233] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:34.703776] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-12-11T20:34:34.704083] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-11T20:34:34.704212] [INFO ] [sig       ] TRP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:34.846234] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TRP.txt
[2025-12-11T20:34:34.846386] [INFO ] [sig       ] [3230/3605] Completed TRP in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:34.846427] [INFO ] [sig       ] [3231/3605] Forecasting TRS...
[2025-12-11T20:34:34.846457] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-11T20:34:34.846487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-11T20:34:34.858414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-11T20:34:34.858790] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-11T20:34:34.859621] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-11T20:34:34.859675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:34.859708] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:34.859736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:34.859794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:34.918040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:34.918932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:34.919015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:34.919067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:35.040651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:35.040799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:35.040839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:35.040867] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:35.044240] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-12-11T20:34:35.044507] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-11T20:34:35.044641] [INFO ] [sig       ] TRS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:35.183188] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TRS.txt
[2025-12-11T20:34:35.183324] [INFO ] [sig       ] [3231/3605] Completed TRS in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:35.183362] [INFO ] [sig       ] [3232/3605] Forecasting TRTX...
[2025-12-11T20:34:35.183392] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-11T20:34:35.183422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-11T20:34:35.194704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-11T20:34:35.195064] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-11T20:34:35.195860] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-11T20:34:35.195917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:35.195950] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:35.195978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:35.196034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:35.254067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:35.254853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:35.254934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:35.254966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:35.374543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:35.374714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:35.374754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:35.374783] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:35.378060] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=38.35%)
[2025-12-11T20:34:35.378324] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-11T20:34:35.378441] [INFO ] [sig       ] TRTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:35.520724] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TRTX.txt
[2025-12-11T20:34:35.520858] [INFO ] [sig       ] [3232/3605] Completed TRTX in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:35.520896] [INFO ] [sig       ] [3233/3605] Forecasting TRUE...
[2025-12-11T20:34:35.520924] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-11T20:34:35.520952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-11T20:34:35.532219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-11T20:34:35.532514] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-11T20:34:35.533309] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-11T20:34:35.533360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:35.533419] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:35.533452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:35.533539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:35.593376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:35.594237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:35.594319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:35.594352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:35.715534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:35.715697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:35.715737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:35.715764] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:35.719073] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2025-12-11T20:34:35.719345] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-11T20:34:35.719467] [INFO ] [sig       ] TRUE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:35.858258] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TRUE.txt
[2025-12-11T20:34:35.858404] [INFO ] [sig       ] [3233/3605] Completed TRUE in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:35.858444] [INFO ] [sig       ] [3234/3605] Forecasting TRUP...
[2025-12-11T20:34:35.858473] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-11T20:34:35.858501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-11T20:34:35.870142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-11T20:34:35.870503] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-11T20:34:35.871272] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-11T20:34:35.871323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:35.871354] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:35.871380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:35.871435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:35.930118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:35.930959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:35.931041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:35.931073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:36.053993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:36.054146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:36.054186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:36.054215] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:36.057546] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-11T20:34:36.057862] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-11T20:34:36.057990] [INFO ] [sig       ] TRUP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:36.198776] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TRUP.txt
[2025-12-11T20:34:36.198954] [INFO ] [sig       ] [3234/3605] Completed TRUP in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:36.199006] [INFO ] [sig       ] [3235/3605] Forecasting TRVG...
[2025-12-11T20:34:36.199043] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-11T20:34:36.199074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-11T20:34:36.211649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-11T20:34:36.212002] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-11T20:34:36.212943] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-11T20:34:36.213007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:36.213047] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:36.213077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:36.213131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:36.274254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:36.275089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:36.275171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:36.275205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:36.401476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:36.401644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:36.401686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:36.401713] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:36.405388] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-11T20:34:36.405685] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-11T20:34:36.405805] [INFO ] [sig       ] TRVG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:36.550058] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TRVG.txt
[2025-12-11T20:34:36.550210] [INFO ] [sig       ] [3235/3605] Completed TRVG in 0.4s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:36.550266] [INFO ] [sig       ] [3236/3605] Forecasting TS...
[2025-12-11T20:34:36.550307] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-11T20:34:36.550353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-11T20:34:36.562466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-11T20:34:36.562826] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-11T20:34:36.563692] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-11T20:34:36.563745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:36.563777] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:36.563808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:36.563874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:36.621444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:36.622209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:36.622290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:36.622321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:36.739863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:36.740013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:36.740053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:36.740112] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:36.743529] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-11T20:34:36.743838] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-11T20:34:36.743963] [INFO ] [sig       ] TS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:36.883496] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TS.txt
[2025-12-11T20:34:36.883655] [INFO ] [sig       ] [3236/3605] Completed TS in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-11T20:34:36.883697] [INFO ] [sig       ] [3237/3605] Forecasting TSBK...
[2025-12-11T20:34:36.883725] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-11T20:34:36.883753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-11T20:34:36.896362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-11T20:34:36.896867] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-11T20:34:36.902360] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-11T20:34:36.902461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:36.902510] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:36.902549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:36.902667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:36.966707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:36.967681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:36.967770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:36.967805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:37.069941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:37.070107] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:34:37.070147] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:37.070174] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:37.073569] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-11T20:34:37.073865] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-11T20:34:37.073986] [INFO ] [sig       ] TSBK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:37.215743] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TSBK.txt
[2025-12-11T20:34:37.215898] [INFO ] [sig       ] [3237/3605] Completed TSBK in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-11T20:34:37.215945] [INFO ] [sig       ] [3238/3605] Forecasting TSCO...
[2025-12-11T20:34:37.215977] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-11T20:34:37.216008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-11T20:34:37.228536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-11T20:34:37.228887] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-11T20:34:37.229687] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-11T20:34:37.229737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:37.229767] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:37.229793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:37.229847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:37.285785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:37.286425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:37.286502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:37.286533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:37.403325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:37.403475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:37.403515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:37.403543] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:37.406848] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=44.39%)
[2025-12-11T20:34:37.407111] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-11T20:34:37.407228] [INFO ] [sig       ] TSCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:37.543713] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TSCO.txt
[2025-12-11T20:34:37.543889] [INFO ] [sig       ] [3238/3605] Completed TSCO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-11T20:34:37.543953] [INFO ] [sig       ] [3239/3605] Forecasting TSDD...
[2025-12-11T20:34:37.543990] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-11T20:34:37.544027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-11T20:34:37.555556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-11T20:34:37.555868] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-11T20:34:37.556629] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-11T20:34:37.556679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:37.556709] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:37.556734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:37.556789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:37.613297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:37.613970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:37.614048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:37.614078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:37.737254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:37.737439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:37.737486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:37.737514] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:37.740902] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-12-11T20:34:37.741203] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-11T20:34:37.741318] [INFO ] [sig       ] TSDD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:37.891469] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TSDD.txt
[2025-12-11T20:34:37.891640] [INFO ] [sig       ] [3239/3605] Completed TSDD in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-11T20:34:37.891682] [INFO ] [sig       ] [3240/3605] Forecasting TSEM...
[2025-12-11T20:34:37.891713] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-11T20:34:37.891742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-11T20:34:37.904303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-11T20:34:37.904649] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-11T20:34:37.905424] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-11T20:34:37.905476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:37.905508] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:37.905534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:37.905613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:37.961667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:37.962550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:37.962657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:37.962689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:38.081034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:38.081190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:38.081230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:38.081258] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:38.084684] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-11T20:34:38.084959] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-11T20:34:38.085080] [INFO ] [sig       ] TSEM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:38.226337] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TSEM.txt
[2025-12-11T20:34:38.226491] [INFO ] [sig       ] [3240/3605] Completed TSEM in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-11T20:34:38.226530] [INFO ] [sig       ] [3241/3605] Forecasting TSHA...
[2025-12-11T20:34:38.226560] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-11T20:34:38.226608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-11T20:34:38.238514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-11T20:34:38.238921] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-11T20:34:38.239740] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-11T20:34:38.239793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:38.239826] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:38.239854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:38.239911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:38.303598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:38.304688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:38.304794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:38.304847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:38.426403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:38.426554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:38.426614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:38.426642] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:38.430074] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-12-11T20:34:38.430345] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-11T20:34:38.430467] [INFO ] [sig       ] TSHA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:38.568540] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TSHA.txt
[2025-12-11T20:34:38.568707] [INFO ] [sig       ] [3241/3605] Completed TSHA in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-11T20:34:38.568749] [INFO ] [sig       ] [3242/3605] Forecasting TSI...
[2025-12-11T20:34:38.568777] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-11T20:34:38.568806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-11T20:34:38.580080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-11T20:34:38.580432] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-11T20:34:38.581235] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-11T20:34:38.581286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:38.581317] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:38.581343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:38.581398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:38.637965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:38.638831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:38.638912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:38.638955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:38.758754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:38.758931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:38.758980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:38.759015] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:38.762486] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-11T20:34:38.762799] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-11T20:34:38.762923] [INFO ] [sig       ] TSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:38.904813] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TSI.txt
[2025-12-11T20:34:38.904967] [INFO ] [sig       ] [3242/3605] Completed TSI in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-11T20:34:38.905006] [INFO ] [sig       ] [3243/3605] Forecasting TSL...
[2025-12-11T20:34:38.905034] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-11T20:34:38.905061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-11T20:34:38.917284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-11T20:34:38.917632] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-11T20:34:38.918439] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-11T20:34:38.918490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:38.918522] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:38.918549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:38.918624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:38.975243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:38.976136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:38.976274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:38.976307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:39.095784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:39.095944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:39.095988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:39.096016] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:39.099441] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=70.49%)
[2025-12-11T20:34:39.099731] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-11T20:34:39.099850] [INFO ] [sig       ] TSL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:39.245982] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TSL.txt
[2025-12-11T20:34:39.246151] [INFO ] [sig       ] [3243/3605] Completed TSL in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-11T20:34:39.246192] [INFO ] [sig       ] [3244/3605] Forecasting TSLA...
[2025-12-11T20:34:39.246222] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-11T20:34:39.246252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-11T20:34:39.257701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-11T20:34:39.258096] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-11T20:34:39.258913] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-11T20:34:39.258966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:39.258999] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:39.259024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:39.259081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:39.316391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:39.317286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:39.317367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:39.317399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:39.436616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:39.436778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:39.436819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:39.436847] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:39.440251] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-11T20:34:39.440535] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-11T20:34:39.440692] [INFO ] [sig       ] TSLA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:39.581932] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TSLA.txt
[2025-12-11T20:34:39.582087] [INFO ] [sig       ] [3244/3605] Completed TSLA in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:39.582126] [INFO ] [sig       ] [3245/3605] Forecasting TSLL...
[2025-12-11T20:34:39.582153] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-11T20:34:39.582181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-11T20:34:39.593770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-11T20:34:39.594111] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-11T20:34:39.594877] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-11T20:34:39.594927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:39.594958] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:39.594983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:39.595037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:39.651097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:39.651781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:39.651857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:39.651888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:39.769744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:39.769888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:39.769926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:39.769953] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:39.773191] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-11T20:34:39.773453] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-11T20:34:39.773568] [INFO ] [sig       ] TSLL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:39.910029] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TSLL.txt
[2025-12-11T20:34:39.910148] [INFO ] [sig       ] [3245/3605] Completed TSLL in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:39.910184] [INFO ] [sig       ] [3246/3605] Forecasting TSLQ...
[2025-12-11T20:34:39.910213] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-11T20:34:39.910240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-11T20:34:39.921603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-11T20:34:39.921904] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-11T20:34:39.922660] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-11T20:34:39.922723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:39.922755] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:39.922782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:39.922837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:39.978452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:39.979298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:39.979387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:39.979418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:40.096220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:40.096380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:40.096420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:40.096449] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:40.099768] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=39.74%)
[2025-12-11T20:34:40.100048] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-11T20:34:40.100170] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:40.238461] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TSLQ.txt
[2025-12-11T20:34:40.238635] [INFO ] [sig       ] [3246/3605] Completed TSLQ in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:40.238676] [INFO ] [sig       ] [3247/3605] Forecasting TSLS...
[2025-12-11T20:34:40.238706] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-11T20:34:40.238734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-11T20:34:40.250595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-11T20:34:40.250927] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-11T20:34:40.251706] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-11T20:34:40.251756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:40.251787] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:40.251813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:40.251868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:40.308149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:40.308877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:40.308954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:40.308985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:40.425366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:40.425505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:40.425544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:40.425587] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:40.428815] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-12-11T20:34:40.429078] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-11T20:34:40.429194] [INFO ] [sig       ] TSLS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:40.565139] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TSLS.txt
[2025-12-11T20:34:40.565274] [INFO ] [sig       ] [3247/3605] Completed TSLS in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:40.565312] [INFO ] [sig       ] [3248/3605] Forecasting TSLX...
[2025-12-11T20:34:40.565340] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-11T20:34:40.565370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-11T20:34:40.576434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-11T20:34:40.576774] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-11T20:34:40.577521] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-11T20:34:40.577590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:40.577624] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:40.577650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:40.577705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:40.634566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:40.635387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:40.635466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:40.635497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:40.756960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:40.757109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:40.757147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:40.757174] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:40.760629] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=91.10%)
[2025-12-11T20:34:40.760905] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-11T20:34:40.761024] [INFO ] [sig       ] TSLX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:40.899613] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TSLX.txt
[2025-12-11T20:34:40.899755] [INFO ] [sig       ] [3248/3605] Completed TSLX in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:40.899793] [INFO ] [sig       ] [3249/3605] Forecasting TSM...
[2025-12-11T20:34:40.899821] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-11T20:34:40.899849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-11T20:34:40.911082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-11T20:34:40.911370] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-11T20:34:40.912123] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-11T20:34:40.912173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:40.912204] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:40.912230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:40.912286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:40.969656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:40.970472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:40.970554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:40.970606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:41.112893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:41.113063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:41.113126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:41.113161] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:41.117112] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=25.81%)
[2025-12-11T20:34:41.117510] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-11T20:34:41.117709] [INFO ] [sig       ] TSM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:41.273200] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TSM.txt
[2025-12-11T20:34:41.273351] [INFO ] [sig       ] [3249/3605] Completed TSM in 0.4s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:41.273398] [INFO ] [sig       ] [3250/3605] Forecasting TSN...
[2025-12-11T20:34:41.273431] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-11T20:34:41.273461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-11T20:34:41.284760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-11T20:34:41.285068] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-11T20:34:41.285863] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-11T20:34:41.285914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:41.285974] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:41.286002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:41.286058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:41.346732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:41.347543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:41.347642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:41.347676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:41.473712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:41.473860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:41.473899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:41.473926] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:41.477164] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-12-11T20:34:41.477429] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-11T20:34:41.477546] [INFO ] [sig       ] TSN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:41.615364] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TSN.txt
[2025-12-11T20:34:41.615516] [INFO ] [sig       ] [3250/3605] Completed TSN in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:41.615555] [INFO ] [sig       ] [3251/3605] Forecasting TSQ...
[2025-12-11T20:34:41.615608] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-11T20:34:41.615639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-11T20:34:41.627990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-11T20:34:41.628662] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-11T20:34:41.629472] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-11T20:34:41.629524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:41.629557] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:41.629611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:41.629670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:41.692257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:41.693181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:41.693266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:41.693299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:41.820120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:41.820277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:41.820316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:41.820344] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:41.823620] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-11T20:34:41.823885] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-11T20:34:41.824018] [INFO ] [sig       ] TSQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:41.961075] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TSQ.txt
[2025-12-11T20:34:41.961203] [INFO ] [sig       ] [3251/3605] Completed TSQ in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:41.961240] [INFO ] [sig       ] [3252/3605] Forecasting TTC...
[2025-12-11T20:34:41.961268] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-11T20:34:41.961297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-11T20:34:41.972095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-11T20:34:41.972385] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-11T20:34:41.973153] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-11T20:34:41.973202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:41.973233] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:41.973259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:41.973314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:42.030362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:42.031092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:42.031174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:42.031206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:42.152388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:42.152551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:42.152609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:42.152639] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:42.155982] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-11T20:34:42.156265] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-11T20:34:42.156387] [INFO ] [sig       ] TTC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:42.296005] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TTC.txt
[2025-12-11T20:34:42.296159] [INFO ] [sig       ] [3252/3605] Completed TTC in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:42.296197] [INFO ] [sig       ] [3253/3605] Forecasting TTD...
[2025-12-11T20:34:42.296225] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-11T20:34:42.296255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-11T20:34:42.308538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-11T20:34:42.308906] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-11T20:34:42.309677] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-11T20:34:42.309727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:42.309758] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:42.309784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:42.309838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:42.366405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:42.367265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:42.367346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:42.367377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:42.486558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:42.486726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:42.486784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:42.486811] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:42.490247] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=81.58%)
[2025-12-11T20:34:42.490515] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-11T20:34:42.490658] [INFO ] [sig       ] TTD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:42.626785] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TTD.txt
[2025-12-11T20:34:42.626909] [INFO ] [sig       ] [3253/3605] Completed TTD in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-11T20:34:42.626945] [INFO ] [sig       ] [3254/3605] Forecasting TTE...
[2025-12-11T20:34:42.626973] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-11T20:34:42.627003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-11T20:34:42.638641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-11T20:34:42.638908] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-11T20:34:42.639705] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-11T20:34:42.639754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:42.639784] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:42.639809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:42.639863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:42.697433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:42.698326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:42.698418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:42.698459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:42.821621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:42.821759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:42.821798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:42.821825] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:42.825440] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=21.54%)
[2025-12-11T20:34:42.825735] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-11T20:34:42.825858] [INFO ] [sig       ] TTE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:42.964254] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TTE.txt
[2025-12-11T20:34:42.964377] [INFO ] [sig       ] [3254/3605] Completed TTE in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-11T20:34:42.964414] [INFO ] [sig       ] [3255/3605] Forecasting TTEC...
[2025-12-11T20:34:42.964443] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-11T20:34:42.964471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-11T20:34:42.976159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-11T20:34:42.976456] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-11T20:34:42.977263] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-11T20:34:42.977315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:42.977347] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:42.977373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:42.977431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:43.034823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:43.035438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:43.035528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:43.035559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:43.150153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:43.150296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:43.150335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:43.150362] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:43.153639] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-12-11T20:34:43.153904] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-11T20:34:43.154021] [INFO ] [sig       ] TTEC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:43.289360] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TTEC.txt
[2025-12-11T20:34:43.289492] [INFO ] [sig       ] [3255/3605] Completed TTEC in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-11T20:34:43.289530] [INFO ] [sig       ] [3256/3605] Forecasting TTEK...
[2025-12-11T20:34:43.289558] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-11T20:34:43.289606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-11T20:34:43.300669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-11T20:34:43.300944] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-11T20:34:43.301732] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-11T20:34:43.301782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:43.301812] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:43.301837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:43.301892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:43.357565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:43.358295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:43.358371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:43.358403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:43.480066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:43.480214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:43.480252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:43.480279] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:43.483533] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-12-11T20:34:43.483812] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-11T20:34:43.483928] [INFO ] [sig       ] TTEK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:43.623214] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TTEK.txt
[2025-12-11T20:34:43.623333] [INFO ] [sig       ] [3256/3605] Completed TTEK in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-11T20:34:43.623372] [INFO ] [sig       ] [3257/3605] Forecasting TTI...
[2025-12-11T20:34:43.623400] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-11T20:34:43.623428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-11T20:34:43.634429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-11T20:34:43.634728] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-11T20:34:43.635467] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-11T20:34:43.635516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:43.635558] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:43.635610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:43.635667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:43.691611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:43.692235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:43.692312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:43.692343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:43.812919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:43.813064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:43.813103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:43.813130] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:43.816389] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=36.55%)
[2025-12-11T20:34:43.816671] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-11T20:34:43.816789] [INFO ] [sig       ] TTI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:43.951961] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TTI.txt
[2025-12-11T20:34:43.952102] [INFO ] [sig       ] [3257/3605] Completed TTI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-11T20:34:43.952140] [INFO ] [sig       ] [3258/3605] Forecasting TTMI...
[2025-12-11T20:34:43.952168] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-11T20:34:43.952195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-11T20:34:43.963898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-11T20:34:43.964159] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-11T20:34:43.964908] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-11T20:34:43.964958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:43.964989] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:43.965014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:43.965069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:44.020802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:44.021398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:44.021475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:44.021507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:44.135919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:44.136080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:44.136121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:44.136148] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:44.139430] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-12-11T20:34:44.139709] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-11T20:34:44.139829] [INFO ] [sig       ] TTMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:44.276411] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TTMI.txt
[2025-12-11T20:34:44.276533] [INFO ] [sig       ] [3258/3605] Completed TTMI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-11T20:34:44.276586] [INFO ] [sig       ] [3259/3605] Forecasting TTSH...
[2025-12-11T20:34:44.276617] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-11T20:34:44.276645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-11T20:34:44.288079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-11T20:34:44.288377] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-11T20:34:44.289131] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-11T20:34:44.289180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:44.289210] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:44.289235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:44.289290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:44.344752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:44.345600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:44.345683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:44.345715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:44.465061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:44.465214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:44.465253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:44.465281] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:44.468568] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-11T20:34:44.468847] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-11T20:34:44.468963] [INFO ] [sig       ] TTSH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:44.605554] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TTSH.txt
[2025-12-11T20:34:44.605696] [INFO ] [sig       ] [3259/3605] Completed TTSH in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-11T20:34:44.605733] [INFO ] [sig       ] [3260/3605] Forecasting TTWO...
[2025-12-11T20:34:44.605761] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-11T20:34:44.605790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-11T20:34:44.617233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-11T20:34:44.617508] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-11T20:34:44.618320] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-11T20:34:44.618371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:44.618401] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:44.618427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:44.618482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:44.674553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:44.675171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:44.675274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:44.675308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:44.791111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:44.791242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:44.791279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:44.791306] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:44.794460] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-12-11T20:34:44.794736] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-11T20:34:44.794852] [INFO ] [sig       ] TTWO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:44.930949] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TTWO.txt
[2025-12-11T20:34:44.931053] [INFO ] [sig       ] [3260/3605] Completed TTWO in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-11T20:34:44.931089] [INFO ] [sig       ] [3261/3605] Forecasting TUGN...
[2025-12-11T20:34:44.931124] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-11T20:34:44.931153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-11T20:34:44.942545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-11T20:34:44.942865] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-11T20:34:44.943625] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-11T20:34:44.943674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:44.943704] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:44.943730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:44.943785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:44.999140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:44.999755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:44.999830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:44.999861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:45.107815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:45.107988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:45.108027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:45.108054] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:45.111320] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-11T20:34:45.111623] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-11T20:34:45.111767] [INFO ] [sig       ] TUGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:45.262058] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TUGN.txt
[2025-12-11T20:34:45.262207] [INFO ] [sig       ] [3261/3605] Completed TUGN in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-11T20:34:45.262247] [INFO ] [sig       ] [3262/3605] Forecasting TUSK...
[2025-12-11T20:34:45.262275] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-11T20:34:45.262303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-11T20:34:45.273782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-11T20:34:45.274148] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-11T20:34:45.274935] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-11T20:34:45.274986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:45.275019] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:45.275047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:45.275104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:45.331903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:45.332780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:45.332864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:45.332897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:45.452147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:45.452303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:45.452343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:45.452371] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:45.455675] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2025-12-11T20:34:45.455948] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-11T20:34:45.456067] [INFO ] [sig       ] TUSK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:45.599684] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TUSK.txt
[2025-12-11T20:34:45.599830] [INFO ] [sig       ] [3262/3605] Completed TUSK in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:45.599871] [INFO ] [sig       ] [3263/3605] Forecasting TVC...
[2025-12-11T20:34:45.599902] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-11T20:34:45.599931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-11T20:34:45.611890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-11T20:34:45.612226] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-11T20:34:45.613054] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-11T20:34:45.613106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:45.613139] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:45.613166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:45.613221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:45.673058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:45.673901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:45.674001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:45.674039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:45.783971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:45.784120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:45.784159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:45.784188] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:45.787779] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-12-11T20:34:45.788070] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-11T20:34:45.788207] [INFO ] [sig       ] TVC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:45.937287] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TVC.txt
[2025-12-11T20:34:45.937718] [INFO ] [sig       ] [3263/3605] Completed TVC in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:45.937781] [INFO ] [sig       ] [3264/3605] Forecasting TVE...
[2025-12-11T20:34:45.937823] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-11T20:34:45.937889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-11T20:34:45.950426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-11T20:34:45.950845] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-11T20:34:45.951657] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-11T20:34:45.951710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:45.951741] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:45.951767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:45.951821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:46.007069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:46.007673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:46.007748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:46.007779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:46.105937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:46.106080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:46.106121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:46.106166] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:46.109423] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-12-11T20:34:46.109704] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-11T20:34:46.109820] [INFO ] [sig       ] TVE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:46.244953] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TVE.txt
[2025-12-11T20:34:46.245083] [INFO ] [sig       ] [3264/3605] Completed TVE in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:46.245120] [INFO ] [sig       ] [3265/3605] Forecasting TVTX...
[2025-12-11T20:34:46.245148] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-11T20:34:46.245177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-11T20:34:46.256419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-11T20:34:46.256702] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-11T20:34:46.257455] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-11T20:34:46.257505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:46.257535] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:46.257561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:46.257638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:46.314318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:46.314920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:46.314995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:46.315027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:46.432863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:46.432955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:46.432989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:46.433015] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:46.436028] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-11T20:34:46.436284] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-11T20:34:46.436400] [INFO ] [sig       ] TVTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:46.574761] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TVTX.txt
[2025-12-11T20:34:46.574866] [INFO ] [sig       ] [3265/3605] Completed TVTX in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:46.574902] [INFO ] [sig       ] [3266/3605] Forecasting TWFG...
[2025-12-11T20:34:46.574929] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-11T20:34:46.574957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-11T20:34:46.585562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-11T20:34:46.585822] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-11T20:34:46.586584] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-11T20:34:46.586638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:46.586670] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:46.586696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:46.586750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:46.642562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:46.643135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:46.643214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:46.643256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:46.769042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:46.769203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:46.769240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:46.769266] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:46.772456] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-11T20:34:46.772729] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-11T20:34:46.772845] [INFO ] [sig       ] TWFG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:46.909085] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TWFG.txt
[2025-12-11T20:34:46.909194] [INFO ] [sig       ] [3266/3605] Completed TWFG in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:46.909229] [INFO ] [sig       ] [3267/3605] Forecasting TWG...
[2025-12-11T20:34:46.909258] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-11T20:34:46.909296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-11T20:34:46.921404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-11T20:34:46.921682] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-11T20:34:46.922424] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-11T20:34:46.922474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:46.922528] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:46.922556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:46.922631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:46.978719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:46.979304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:46.979391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:46.979424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:47.092044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:47.092148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:47.092183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:47.092209] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:47.095295] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=47.22%)
[2025-12-11T20:34:47.095550] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-11T20:34:47.095683] [INFO ] [sig       ] TWG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:47.233279] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TWG.txt
[2025-12-11T20:34:47.233381] [INFO ] [sig       ] [3267/3605] Completed TWG in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:47.233418] [INFO ] [sig       ] [3268/3605] Forecasting TWI...
[2025-12-11T20:34:47.233446] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-11T20:34:47.233474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-11T20:34:47.245772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-11T20:34:47.246171] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-11T20:34:47.247019] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-11T20:34:47.247071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:47.247103] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:47.247129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:47.247195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:47.305100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:47.306027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:47.306116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:47.306150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:47.421103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:47.421280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:47.421322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:47.421348] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:47.424768] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-12-11T20:34:47.425050] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-11T20:34:47.425175] [INFO ] [sig       ] TWI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:47.568732] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TWI.txt
[2025-12-11T20:34:47.568862] [INFO ] [sig       ] [3268/3605] Completed TWI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:47.568900] [INFO ] [sig       ] [3269/3605] Forecasting TWIN...
[2025-12-11T20:34:47.568928] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-11T20:34:47.568957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-11T20:34:47.581141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-11T20:34:47.581469] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-11T20:34:47.582277] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-11T20:34:47.582329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:47.582363] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:47.582389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:47.582446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:47.640451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:47.641239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:47.641319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:47.641351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:47.763165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:47.763315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:47.763354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:47.763382] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:47.766830] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-11T20:34:47.767103] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-11T20:34:47.767223] [INFO ] [sig       ] TWIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:47.911390] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TWIN.txt
[2025-12-11T20:34:47.911515] [INFO ] [sig       ] [3269/3605] Completed TWIN in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:47.911556] [INFO ] [sig       ] [3270/3605] Forecasting TWLO...
[2025-12-11T20:34:47.911606] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-11T20:34:47.911638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-11T20:34:47.926202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-11T20:34:47.926649] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-11T20:34:47.927610] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-11T20:34:47.927682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:47.927719] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:47.927750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:47.927823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:47.988117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:47.988989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:47.989068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:47.989100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:48.112781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:48.112933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:48.112974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:48.113033] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:48.116319] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2025-12-11T20:34:48.116597] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-11T20:34:48.116719] [INFO ] [sig       ] TWLO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:48.255194] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TWLO.txt
[2025-12-11T20:34:48.255302] [INFO ] [sig       ] [3270/3605] Completed TWLO in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:48.255338] [INFO ] [sig       ] [3271/3605] Forecasting TWO...
[2025-12-11T20:34:48.255366] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-11T20:34:48.255393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-11T20:34:48.267704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-11T20:34:48.268145] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-11T20:34:48.268989] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-11T20:34:48.269041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:48.269074] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:48.269101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:48.269156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:48.326494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:48.327365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:48.327450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:48.327484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:48.443284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:48.443452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:48.443493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:48.443522] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:48.446975] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=54.79%)
[2025-12-11T20:34:48.447249] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-11T20:34:48.447374] [INFO ] [sig       ] TWO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:48.589842] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TWO.txt
[2025-12-11T20:34:48.589968] [INFO ] [sig       ] [3271/3605] Completed TWO in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:48.590007] [INFO ] [sig       ] [3272/3605] Forecasting TX...
[2025-12-11T20:34:48.590035] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-11T20:34:48.590064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-11T20:34:48.600997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-11T20:34:48.601283] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-11T20:34:48.602051] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-11T20:34:48.602100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:48.602131] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:48.602157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:48.602212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:48.657688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:48.658288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:48.658363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:48.658393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:48.773593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:48.773702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:48.773739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:48.773766] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:48.776853] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-11T20:34:48.777105] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-11T20:34:48.777218] [INFO ] [sig       ] TX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:48.913511] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TX.txt
[2025-12-11T20:34:48.913631] [INFO ] [sig       ] [3272/3605] Completed TX in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-11T20:34:48.913670] [INFO ] [sig       ] [3273/3605] Forecasting TXG...
[2025-12-11T20:34:48.913697] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-11T20:34:48.913726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-11T20:34:48.924933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-11T20:34:48.925194] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-11T20:34:48.925967] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-11T20:34:48.926017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:48.926046] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:48.926071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:48.926125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:48.981694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:48.982308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:48.982387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:48.982418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:49.095701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:49.095803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:49.095839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:49.095866] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:49.098969] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-11T20:34:49.099229] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-11T20:34:49.099343] [INFO ] [sig       ] TXG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:49.284732] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TXG.txt
[2025-12-11T20:34:49.284869] [INFO ] [sig       ] [3273/3605] Completed TXG in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-11T20:34:49.284906] [INFO ] [sig       ] [3274/3605] Forecasting TXMD...
[2025-12-11T20:34:49.284935] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-11T20:34:49.284963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-11T20:34:49.297037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-11T20:34:49.297338] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-11T20:34:49.298173] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-11T20:34:49.298230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:49.298263] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:49.298289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:49.298346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:49.358277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:49.358890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:49.358966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:49.358998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:49.471532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:49.471645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:49.471682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:49.471709] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:49.474758] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=59.42%)
[2025-12-11T20:34:49.475011] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-11T20:34:49.475127] [INFO ] [sig       ] TXMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:49.613489] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TXMD.txt
[2025-12-11T20:34:49.613612] [INFO ] [sig       ] [3274/3605] Completed TXMD in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-11T20:34:49.613651] [INFO ] [sig       ] [3275/3605] Forecasting TXN...
[2025-12-11T20:34:49.613680] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-11T20:34:49.613708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-11T20:34:49.625175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-11T20:34:49.625440] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-11T20:34:49.626195] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-11T20:34:49.626250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:49.626281] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:49.626308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:49.626364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:49.684180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:49.684786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:49.684862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:49.684895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:49.802014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:49.802111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:49.802146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:49.802172] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:49.805248] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=64.82%)
[2025-12-11T20:34:49.805520] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-11T20:34:49.805653] [INFO ] [sig       ] TXN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:49.943476] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TXN.txt
[2025-12-11T20:34:49.943594] [INFO ] [sig       ] [3275/3605] Completed TXN in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-11T20:34:49.943632] [INFO ] [sig       ] [3276/3605] Forecasting TXO...
[2025-12-11T20:34:49.943659] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-11T20:34:49.943687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-11T20:34:49.955310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-11T20:34:49.955590] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-11T20:34:49.956348] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-11T20:34:49.956399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:49.956430] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:49.956456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:49.956513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:50.014058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:50.014678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:50.014756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:50.014787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:50.135252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:50.135366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:50.135402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:50.135429] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:50.138626] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=8.72%)
[2025-12-11T20:34:50.138881] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-11T20:34:50.138994] [INFO ] [sig       ] TXO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:50.281504] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TXO.txt
[2025-12-11T20:34:50.281630] [INFO ] [sig       ] [3276/3605] Completed TXO in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-11T20:34:50.281667] [INFO ] [sig       ] [3277/3605] Forecasting TXRH...
[2025-12-11T20:34:50.281695] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-11T20:34:50.281723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-11T20:34:50.292842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-11T20:34:50.293109] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-11T20:34:50.293869] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-11T20:34:50.293920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:50.293950] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:50.293977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:50.294032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:50.349808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:50.350394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:50.350493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:50.350526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:50.471877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:50.471980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:50.472029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:50.472057] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:50.475153] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-11T20:34:50.475413] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-11T20:34:50.475527] [INFO ] [sig       ] TXRH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:50.612181] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TXRH.txt
[2025-12-11T20:34:50.612287] [INFO ] [sig       ] [3277/3605] Completed TXRH in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-11T20:34:50.612324] [INFO ] [sig       ] [3278/3605] Forecasting TY...
[2025-12-11T20:34:50.612352] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-11T20:34:50.612380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-11T20:34:50.623092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-11T20:34:50.623374] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-11T20:34:50.624124] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-11T20:34:50.624174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:50.624211] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:50.624242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:50.624310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:50.680731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:50.681318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:50.681392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:50.681423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:50.799509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:50.799681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:50.799721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:50.799749] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:50.803201] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-11T20:34:50.803468] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-11T20:34:50.803608] [INFO ] [sig       ] TY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:50.949535] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TY.txt
[2025-12-11T20:34:50.949706] [INFO ] [sig       ] [3278/3605] Completed TY in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-11T20:34:50.949745] [INFO ] [sig       ] [3279/3605] Forecasting TYG...
[2025-12-11T20:34:50.949774] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-11T20:34:50.949802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-11T20:34:50.961703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-11T20:34:50.962092] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-11T20:34:50.962973] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-11T20:34:50.963027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:50.963060] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:50.963087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:50.963143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:51.025971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:51.027067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:51.027176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:51.027222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:51.184156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:51.184349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:51.184415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:51.184464] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:51.189937] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-11T20:34:51.190445] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-11T20:34:51.190679] [INFO ] [sig       ] TYG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:51.398404] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TYG.txt
[2025-12-11T20:34:51.398590] [INFO ] [sig       ] [3279/3605] Completed TYG in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:51.398633] [INFO ] [sig       ] [3280/3605] Forecasting TYGO...
[2025-12-11T20:34:51.398666] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-11T20:34:51.398699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-11T20:34:51.416433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-11T20:34:51.417146] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-11T20:34:51.418282] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-11T20:34:51.418342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:51.418379] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:51.418405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:51.418461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:51.503734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:51.505372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:51.505547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:51.505619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:51.664222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:51.664484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:51.664537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:51.664594] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:51.670084] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=52.02%)
[2025-12-11T20:34:51.670720] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-11T20:34:51.670942] [INFO ] [sig       ] TYGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:51.867635] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TYGO.txt
[2025-12-11T20:34:51.867921] [INFO ] [sig       ] [3280/3605] Completed TYGO in 0.5s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:51.867970] [INFO ] [sig       ] [3281/3605] Forecasting TYL...
[2025-12-11T20:34:51.868002] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-11T20:34:51.868034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-11T20:34:51.883376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-11T20:34:51.884043] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-11T20:34:51.885201] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-11T20:34:51.885264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:51.885351] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:51.885390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:51.885472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:51.968984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:51.970505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:51.970664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:51.970712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:52.132101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:52.132342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:52.132391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:52.132421] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:52.136563] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=31.44%)
[2025-12-11T20:34:52.136914] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-11T20:34:52.137055] [INFO ] [sig       ] TYL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:52.288899] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TYL.txt
[2025-12-11T20:34:52.289109] [INFO ] [sig       ] [3281/3605] Completed TYL in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:52.289151] [INFO ] [sig       ] [3282/3605] Forecasting TYRA...
[2025-12-11T20:34:52.289180] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-11T20:34:52.289211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-11T20:34:52.304329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-11T20:34:52.305190] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-11T20:34:52.306665] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-11T20:34:52.306725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:52.306758] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:52.306786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:52.306844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:52.367137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:52.368464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:52.368606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:52.368641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:52.496603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:52.496863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:52.496910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:52.496938] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:52.501197] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-12-11T20:34:52.501614] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-11T20:34:52.501770] [INFO ] [sig       ] TYRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:52.656232] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/TYRA.txt
[2025-12-11T20:34:52.656449] [INFO ] [sig       ] [3282/3605] Completed TYRA in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:52.656491] [INFO ] [sig       ] [3283/3605] Forecasting TZOO...
[2025-12-11T20:34:52.656523] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-11T20:34:52.656554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-11T20:34:52.670428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-11T20:34:52.670868] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-11T20:34:52.671780] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-11T20:34:52.671835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:52.671870] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:52.671896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:52.671954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:52.730872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:52.731880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:52.731975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:52.732008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:52.860116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:52.860364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:52.860413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:52.860443] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:52.864610] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=68.43%)
[2025-12-11T20:34:52.864949] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-11T20:34:52.865100] [INFO ] [sig       ] TZOO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:53.018978] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/TZOO.txt
[2025-12-11T20:34:53.019218] [INFO ] [sig       ] [3283/3605] Completed TZOO in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:53.019264] [INFO ] [sig       ] [3284/3605] Forecasting UAA...
[2025-12-11T20:34:53.019293] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-11T20:34:53.019331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-11T20:34:53.032447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-11T20:34:53.033022] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-11T20:34:53.033933] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-11T20:34:53.033986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:53.034054] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:53.034082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:53.034145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:53.093008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:53.094191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:53.094292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:53.094326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:53.219303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:53.219534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:53.219596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:53.219630] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:53.223476] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-11T20:34:53.223809] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-11T20:34:53.223968] [INFO ] [sig       ] UAA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:53.368368] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UAA.txt
[2025-12-11T20:34:53.368763] [INFO ] [sig       ] [3284/3605] Completed UAA in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:53.368805] [INFO ] [sig       ] [3285/3605] Forecasting UAE...
[2025-12-11T20:34:53.368840] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-11T20:34:53.368870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-11T20:34:53.383853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-11T20:34:53.384317] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-11T20:34:53.385515] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-11T20:34:53.385807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:53.385858] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:53.385891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:53.385947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:53.450978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:53.451902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:53.451985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:53.452017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:53.581112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:53.581264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:53.581309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:53.581337] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:53.584779] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-12-11T20:34:53.585043] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-11T20:34:53.585164] [INFO ] [sig       ] UAE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:53.724279] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UAE.txt
[2025-12-11T20:34:53.724403] [INFO ] [sig       ] [3285/3605] Completed UAE in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:53.724440] [INFO ] [sig       ] [3286/3605] Forecasting UAL...
[2025-12-11T20:34:53.724468] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-11T20:34:53.724498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-11T20:34:53.735366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-11T20:34:53.735667] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-11T20:34:53.736420] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-11T20:34:53.736470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:53.736501] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:53.736528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:53.736601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:53.793107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:53.793759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:53.793834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:53.793867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:53.916459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:53.916623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:53.916665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:53.916692] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:53.919973] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=34.26%)
[2025-12-11T20:34:53.920233] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-11T20:34:53.920350] [INFO ] [sig       ] UAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:54.057905] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UAL.txt
[2025-12-11T20:34:54.058033] [INFO ] [sig       ] [3286/3605] Completed UAL in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:54.058071] [INFO ] [sig       ] [3287/3605] Forecasting UBFO...
[2025-12-11T20:34:54.058099] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-11T20:34:54.058128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-11T20:34:54.069286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-11T20:34:54.069666] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-11T20:34:54.070405] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-11T20:34:54.070456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:54.070487] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:54.070512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:54.070591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:54.126323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:54.127175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:54.127256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:54.127288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:54.249129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:54.249285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:54.249335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:54.249421] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:54.253020] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=80.09%)
[2025-12-11T20:34:54.253372] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-11T20:34:54.253520] [INFO ] [sig       ] UBFO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:54.391200] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UBFO.txt
[2025-12-11T20:34:54.391340] [INFO ] [sig       ] [3287/3605] Completed UBFO in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:54.391378] [INFO ] [sig       ] [3288/3605] Forecasting UBND...
[2025-12-11T20:34:54.391406] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-11T20:34:54.391436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-11T20:34:54.402343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-11T20:34:54.402609] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-11T20:34:54.403346] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-11T20:34:54.403398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:54.403433] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:54.403459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:54.403513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:54.460061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:54.460789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:54.460867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:54.460898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:54.599650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:54.599812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:54.599852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:54.599902] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:54.603658] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2025-12-11T20:34:54.604017] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-11T20:34:54.604177] [INFO ] [sig       ] UBND: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:54.760499] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UBND.txt
[2025-12-11T20:34:54.760674] [INFO ] [sig       ] [3288/3605] Completed UBND in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-11T20:34:54.760716] [INFO ] [sig       ] [3289/3605] Forecasting UBRL...
[2025-12-11T20:34:54.760746] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-11T20:34:54.760783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-11T20:34:54.773663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-11T20:34:54.774067] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-11T20:34:54.775096] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-11T20:34:54.775155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:54.775200] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:54.775240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:54.775300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:54.839631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:54.840478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:54.840567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:54.840630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:54.964251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:54.964408] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:34:54.964449] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:54.964478] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:54.967807] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=54.74%)
[2025-12-11T20:34:54.968106] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-11T20:34:54.968234] [INFO ] [sig       ] UBRL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:55.110639] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UBRL.txt
[2025-12-11T20:34:55.110796] [INFO ] [sig       ] [3289/3605] Completed UBRL in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-11T20:34:55.110836] [INFO ] [sig       ] [3290/3605] Forecasting UBS...
[2025-12-11T20:34:55.110867] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-11T20:34:55.110897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-11T20:34:55.122957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-11T20:34:55.123337] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-11T20:34:55.124185] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-11T20:34:55.124238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:55.124271] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:55.124298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:55.124357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:55.185333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:55.186217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:55.186301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:55.186368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:55.313348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:55.313502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:55.313543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:55.313570] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:55.316876] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-11T20:34:55.317140] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-11T20:34:55.317257] [INFO ] [sig       ] UBS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:55.457043] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UBS.txt
[2025-12-11T20:34:55.457163] [INFO ] [sig       ] [3290/3605] Completed UBS in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-11T20:34:55.457200] [INFO ] [sig       ] [3291/3605] Forecasting UBSI...
[2025-12-11T20:34:55.457229] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-11T20:34:55.457257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-11T20:34:55.468418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-11T20:34:55.468728] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-11T20:34:55.469468] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-11T20:34:55.469518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:55.469549] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:55.469599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:55.469657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:55.526983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:55.527902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:55.527987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:55.528020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:55.645925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:55.646109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:55.646158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:55.646187] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:55.649714] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=78.19%)
[2025-12-11T20:34:55.650019] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-11T20:34:55.650147] [INFO ] [sig       ] UBSI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:55.791073] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UBSI.txt
[2025-12-11T20:34:55.791196] [INFO ] [sig       ] [3291/3605] Completed UBSI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-11T20:34:55.791233] [INFO ] [sig       ] [3292/3605] Forecasting UDMY...
[2025-12-11T20:34:55.791261] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-11T20:34:55.791289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-11T20:34:55.802376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-11T20:34:55.802669] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-11T20:34:55.803399] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-11T20:34:55.803449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:55.803479] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:55.803516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:55.803593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:55.860734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:55.861381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:55.861459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:55.861491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:55.975895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:55.976044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:55.976083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:55.976112] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:55.979485] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-11T20:34:55.979768] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-11T20:34:55.979893] [INFO ] [sig       ] UDMY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:56.117081] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UDMY.txt
[2025-12-11T20:34:56.117204] [INFO ] [sig       ] [3292/3605] Completed UDMY in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-11T20:34:56.117241] [INFO ] [sig       ] [3293/3605] Forecasting UE...
[2025-12-11T20:34:56.117271] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-11T20:34:56.117300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-11T20:34:56.128841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-11T20:34:56.129089] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-11T20:34:56.129851] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-11T20:34:56.129901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:56.129933] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:56.129959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:56.130014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:56.186756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:56.187367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:56.187442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:56.187475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:56.302345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:56.302497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:56.302538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:56.302565] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:56.305941] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-11T20:34:56.306224] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-11T20:34:56.306348] [INFO ] [sig       ] UE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:56.449687] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UE.txt
[2025-12-11T20:34:56.449837] [INFO ] [sig       ] [3293/3605] Completed UE in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-11T20:34:56.449883] [INFO ] [sig       ] [3294/3605] Forecasting UEIC...
[2025-12-11T20:34:56.449913] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-11T20:34:56.449942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-11T20:34:56.461863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-11T20:34:56.462155] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-11T20:34:56.462973] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-11T20:34:56.463025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:56.463057] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:56.463084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:56.463141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:56.519304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:56.520216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:56.520338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:56.520373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:56.637969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:56.638124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:56.638165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:56.638194] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:56.641645] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-11T20:34:56.641922] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-11T20:34:56.642047] [INFO ] [sig       ] UEIC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:56.789831] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UEIC.txt
[2025-12-11T20:34:56.789962] [INFO ] [sig       ] [3294/3605] Completed UEIC in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-11T20:34:56.790002] [INFO ] [sig       ] [3295/3605] Forecasting UFCS...
[2025-12-11T20:34:56.790032] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-11T20:34:56.790063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-11T20:34:56.801340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-11T20:34:56.801637] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-11T20:34:56.802371] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-11T20:34:56.802421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:56.802452] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:56.802477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:56.802532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:56.862010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:56.862663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:56.862740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:56.862770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:56.984689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:56.984851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:56.984891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:56.984918] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:56.988227] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-11T20:34:56.988488] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-11T20:34:56.988628] [INFO ] [sig       ] UFCS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:57.125261] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UFCS.txt
[2025-12-11T20:34:57.125377] [INFO ] [sig       ] [3295/3605] Completed UFCS in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-11T20:34:57.125414] [INFO ] [sig       ] [3296/3605] Forecasting UFI...
[2025-12-11T20:34:57.125443] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-11T20:34:57.125477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-11T20:34:57.137026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-11T20:34:57.137322] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-11T20:34:57.138186] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-11T20:34:57.138237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:57.138268] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:57.138293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:57.138347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:57.195114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:57.195743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:57.195818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:57.195849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:57.317856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:57.318028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:57.318067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:57.318096] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:57.321620] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-12-11T20:34:57.321897] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-11T20:34:57.322021] [INFO ] [sig       ] UFI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:57.459441] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UFI.txt
[2025-12-11T20:34:57.459558] [INFO ] [sig       ] [3296/3605] Completed UFI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-11T20:34:57.459617] [INFO ] [sig       ] [3297/3605] Forecasting UFO...
[2025-12-11T20:34:57.459647] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-11T20:34:57.459685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-11T20:34:57.471568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-11T20:34:57.471897] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-11T20:34:57.472666] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-11T20:34:57.472716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:57.472747] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:57.472773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:57.472828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:57.528708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:57.529315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:57.529394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:57.529427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:57.647129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:57.647278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:57.647317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:57.647345] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:57.650721] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-11T20:34:57.650980] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-11T20:34:57.651097] [INFO ] [sig       ] UFO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:57.788081] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UFO.txt
[2025-12-11T20:34:57.788273] [INFO ] [sig       ] [3297/3605] Completed UFO in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:34:57.788312] [INFO ] [sig       ] [3298/3605] Forecasting UFPI...
[2025-12-11T20:34:57.788341] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-11T20:34:57.788372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-11T20:34:57.800066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-11T20:34:57.800418] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-11T20:34:57.801247] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-11T20:34:57.801299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:57.801330] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:57.801357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:57.801411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:57.856731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:57.857615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:57.857696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:57.857728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:57.977345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:57.977509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:57.977550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:57.977596] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:57.981076] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-12-11T20:34:57.981354] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-11T20:34:57.981483] [INFO ] [sig       ] UFPI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:58.121493] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UFPI.txt
[2025-12-11T20:34:58.121647] [INFO ] [sig       ] [3298/3605] Completed UFPI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:34:58.121687] [INFO ] [sig       ] [3299/3605] Forecasting UGI...
[2025-12-11T20:34:58.121717] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-11T20:34:58.121746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-11T20:34:58.133051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-11T20:34:58.133323] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-11T20:34:58.134122] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-11T20:34:58.134174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:58.134205] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:58.134231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:58.134286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:58.191514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:58.192163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:58.192242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:58.192275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:58.311331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:58.311482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:58.311522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:58.311550] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:58.314950] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=49.01%)
[2025-12-11T20:34:58.315217] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-11T20:34:58.315337] [INFO ] [sig       ] UGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:58.457152] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UGI.txt
[2025-12-11T20:34:58.457280] [INFO ] [sig       ] [3299/3605] Completed UGI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:34:58.457318] [INFO ] [sig       ] [3300/3605] Forecasting UGP...
[2025-12-11T20:34:58.457346] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-11T20:34:58.457375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-11T20:34:58.468878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-11T20:34:58.469154] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-11T20:34:58.469932] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-11T20:34:58.469982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:58.470014] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:58.470041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:58.470096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:58.528813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:58.529542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:58.529639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:58.529672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:58.654135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:58.654307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:58.654352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:58.654384] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:58.657864] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-11T20:34:58.658134] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-11T20:34:58.658292] [INFO ] [sig       ] UGP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:58.799067] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UGP.txt
[2025-12-11T20:34:58.799209] [INFO ] [sig       ] [3300/3605] Completed UGP in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:34:58.799246] [INFO ] [sig       ] [3301/3605] Forecasting UHAL...
[2025-12-11T20:34:58.799275] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-11T20:34:58.799305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-11T20:34:58.811629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-11T20:34:58.812030] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-11T20:34:58.812867] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-11T20:34:58.812920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:58.812978] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:58.813006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:58.813063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:58.871437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:58.872315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:58.872397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:58.872435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:58.995963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:58.996153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:58.996196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:58.996224] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:58.999678] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=16.03%)
[2025-12-11T20:34:58.999972] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-11T20:34:59.000096] [INFO ] [sig       ] UHAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:34:59.153927] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UHAL.txt
[2025-12-11T20:34:59.154058] [INFO ] [sig       ] [3301/3605] Completed UHAL in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:34:59.154097] [INFO ] [sig       ] [3302/3605] Forecasting UHG...
[2025-12-11T20:34:59.154126] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-11T20:34:59.154154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-11T20:34:59.165764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-11T20:34:59.166104] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-11T20:34:59.166931] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-11T20:34:59.166983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:59.167015] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:59.167041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:59.167096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:59.224938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:59.225642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:59.225719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:59.225752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:59.342905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:59.343060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:59.343101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:59.343130] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:59.346742] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-12-11T20:34:59.347024] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-11T20:34:59.347150] [INFO ] [sig       ] UHG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:59.490608] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UHG.txt
[2025-12-11T20:34:59.490901] [INFO ] [sig       ] [3302/3605] Completed UHG in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:34:59.490938] [INFO ] [sig       ] [3303/3605] Forecasting UHS...
[2025-12-11T20:34:59.490967] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-11T20:34:59.490995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-11T20:34:59.503686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-11T20:34:59.503981] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-11T20:34:59.504816] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-11T20:34:59.504869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:59.504903] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:59.504930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:59.504987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:59.564142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:59.564802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:59.564878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:59.564909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:34:59.687692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:34:59.687879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:34:59.687922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:34:59.687950] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:34:59.692428] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-11T20:34:59.692846] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-11T20:34:59.693009] [INFO ] [sig       ] UHS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:34:59.839974] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UHS.txt
[2025-12-11T20:34:59.840103] [INFO ] [sig       ] [3303/3605] Completed UHS in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:34:59.840140] [INFO ] [sig       ] [3304/3605] Forecasting UI...
[2025-12-11T20:34:59.840168] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-11T20:34:59.840198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-11T20:34:59.851504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-11T20:34:59.852046] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-11T20:34:59.852821] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-11T20:34:59.852871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:34:59.852902] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:34:59.852927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:34:59.852981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:34:59.913386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:34:59.914077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:34:59.914155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:34:59.914187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:00.041407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:00.041612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:00.041672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:00.041713] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:00.046710] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=77.09%)
[2025-12-11T20:35:00.047177] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-11T20:35:00.047366] [INFO ] [sig       ] UI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:00.207261] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UI.txt
[2025-12-11T20:35:00.207387] [INFO ] [sig       ] [3304/3605] Completed UI in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:35:00.207424] [INFO ] [sig       ] [3305/3605] Forecasting UIS...
[2025-12-11T20:35:00.207452] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-11T20:35:00.207481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-11T20:35:00.219052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-11T20:35:00.219394] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-11T20:35:00.220199] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-11T20:35:00.220251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:00.220293] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:00.220319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:00.220374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:00.279200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:00.280077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:00.280159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:00.280189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:00.414288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:00.414479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:00.414533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:00.414567] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:00.418268] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-12-11T20:35:00.418560] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-11T20:35:00.418709] [INFO ] [sig       ] UIS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:00.562322] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UIS.txt
[2025-12-11T20:35:00.562465] [INFO ] [sig       ] [3305/3605] Completed UIS in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:35:00.562505] [INFO ] [sig       ] [3306/3605] Forecasting UITB...
[2025-12-11T20:35:00.562538] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-11T20:35:00.562567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-11T20:35:00.573877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-11T20:35:00.574177] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-11T20:35:00.574952] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-11T20:35:00.575003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:00.575034] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:00.575060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:00.575114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:00.631661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:00.632260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:00.632336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:00.632367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:00.748080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:00.748237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:00.748277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:00.748304] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:00.751663] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=74.40%)
[2025-12-11T20:35:00.751953] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-11T20:35:00.752081] [INFO ] [sig       ] UITB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:00.893519] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UITB.txt
[2025-12-11T20:35:00.893671] [INFO ] [sig       ] [3306/3605] Completed UITB in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-11T20:35:00.893710] [INFO ] [sig       ] [3307/3605] Forecasting UL...
[2025-12-11T20:35:00.893738] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-11T20:35:00.893767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-11T20:35:00.904849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-11T20:35:00.905180] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-11T20:35:00.905941] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-11T20:35:00.905992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:00.906023] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:00.906050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:00.906104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:00.962326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:00.963237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:00.963319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:00.963352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:01.091404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:01.091587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:01.091635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:01.091663] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:01.094967] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=81.98%)
[2025-12-11T20:35:01.095227] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-11T20:35:01.095344] [INFO ] [sig       ] UL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:01.234028] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UL.txt
[2025-12-11T20:35:01.234174] [INFO ] [sig       ] [3307/3605] Completed UL in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-11T20:35:01.234215] [INFO ] [sig       ] [3308/3605] Forecasting ULBI...
[2025-12-11T20:35:01.234243] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-11T20:35:01.234272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-11T20:35:01.245667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-11T20:35:01.245986] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-11T20:35:01.246765] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-11T20:35:01.246817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:01.246848] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:01.246875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:01.246930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:01.304515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:01.305365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:01.305446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:01.305485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:01.420951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:01.421103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:01.421143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:01.421170] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:01.424651] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-11T20:35:01.424924] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-11T20:35:01.425045] [INFO ] [sig       ] ULBI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:01.564615] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ULBI.txt
[2025-12-11T20:35:01.564780] [INFO ] [sig       ] [3308/3605] Completed ULBI in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-11T20:35:01.564827] [INFO ] [sig       ] [3309/3605] Forecasting ULCC...
[2025-12-11T20:35:01.564859] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-11T20:35:01.564890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-11T20:35:01.576924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-11T20:35:01.577292] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-11T20:35:01.578160] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-11T20:35:01.578213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:01.578246] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:01.578273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:01.578327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:01.637926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:01.638732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:01.638811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:01.638843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:01.762602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:01.762757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:01.762797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:01.762825] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:01.766137] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-12-11T20:35:01.766403] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-11T20:35:01.766521] [INFO ] [sig       ] ULCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:01.909995] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ULCC.txt
[2025-12-11T20:35:01.910144] [INFO ] [sig       ] [3309/3605] Completed ULCC in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-11T20:35:01.910184] [INFO ] [sig       ] [3310/3605] Forecasting ULH...
[2025-12-11T20:35:01.910212] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-11T20:35:01.910242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-11T20:35:01.922536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-11T20:35:01.922978] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-11T20:35:01.923819] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-11T20:35:01.923872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:01.923904] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:01.923929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:01.923984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:01.985901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:01.986788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:01.986872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:01.986917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:02.117228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:02.117396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:02.117437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:02.117465] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:02.121273] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-11T20:35:02.121559] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-11T20:35:02.121728] [INFO ] [sig       ] ULH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:02.273414] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ULH.txt
[2025-12-11T20:35:02.274479] [INFO ] [sig       ] [3310/3605] Completed ULH in 0.4s | 2.94 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-11T20:35:02.274539] [INFO ] [sig       ] [3311/3605] Forecasting ULTA...
[2025-12-11T20:35:02.274594] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-11T20:35:02.274627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-11T20:35:02.285940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-11T20:35:02.286247] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-11T20:35:02.287109] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-11T20:35:02.287161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:02.287192] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:02.287217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:02.287274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:02.348100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:02.348939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:02.349022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:02.349055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:02.474432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:02.474613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:02.474658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:02.474699] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:02.478910] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-11T20:35:02.479198] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-11T20:35:02.479324] [INFO ] [sig       ] ULTA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:02.625110] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ULTA.txt
[2025-12-11T20:35:02.625256] [INFO ] [sig       ] [3311/3605] Completed ULTA in 0.4s | 2.94 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-11T20:35:02.625296] [INFO ] [sig       ] [3312/3605] Forecasting ULY...
[2025-12-11T20:35:02.625326] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-11T20:35:02.625354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-11T20:35:02.637751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-11T20:35:02.638122] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-11T20:35:02.639028] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-11T20:35:02.639080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:02.639113] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:02.639140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:02.639200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:02.698313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:02.699185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:02.699271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:02.699313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:02.827758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:02.827954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:02.828004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:02.828051] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:02.831655] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=73.16%)
[2025-12-11T20:35:02.831998] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-11T20:35:02.832132] [INFO ] [sig       ] ULY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:02.979043] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ULY.txt
[2025-12-11T20:35:02.979223] [INFO ] [sig       ] [3312/3605] Completed ULY in 0.4s | 2.94 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-11T20:35:02.979274] [INFO ] [sig       ] [3313/3605] Forecasting UMBF...
[2025-12-11T20:35:02.979306] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-11T20:35:02.979337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-11T20:35:02.991060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-11T20:35:02.991385] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-11T20:35:02.992203] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-11T20:35:02.992257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:02.992299] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:02.992340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:02.992403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:03.051767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:03.052587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:03.052672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:03.052704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:03.170272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:03.170431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:03.170472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:03.170500] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:03.173967] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: UP (p=73.53%)
[2025-12-11T20:35:03.174258] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-11T20:35:03.174384] [INFO ] [sig       ] UMBF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:03.310489] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UMBF.txt
[2025-12-11T20:35:03.310621] [INFO ] [sig       ] [3313/3605] Completed UMBF in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-11T20:35:03.310661] [INFO ] [sig       ] [3314/3605] Forecasting UMC...
[2025-12-11T20:35:03.310690] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-11T20:35:03.310718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-11T20:35:03.321962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-11T20:35:03.322231] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-11T20:35:03.322999] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-11T20:35:03.323049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:03.323081] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:03.323107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:03.323163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:03.382461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:03.383186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:03.383266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:03.383313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:03.508195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:03.508340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:03.508380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:03.508408] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:03.511729] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=46.41%)
[2025-12-11T20:35:03.511992] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-11T20:35:03.512109] [INFO ] [sig       ] UMC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:03.654184] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UMC.txt
[2025-12-11T20:35:03.654318] [INFO ] [sig       ] [3314/3605] Completed UMC in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-11T20:35:03.654390] [INFO ] [sig       ] [3315/3605] Forecasting UMH...
[2025-12-11T20:35:03.654432] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-11T20:35:03.654474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-11T20:35:03.665536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-11T20:35:03.665867] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-11T20:35:03.666664] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-11T20:35:03.666715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:03.666747] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:03.666775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:03.666831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:03.722415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:03.723063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:03.723138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:03.723168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:03.837367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:03.837506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:03.837545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:03.837590] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:03.840876] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2025-12-11T20:35:03.841136] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-11T20:35:03.841253] [INFO ] [sig       ] UMH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:03.976649] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UMH.txt
[2025-12-11T20:35:03.976778] [INFO ] [sig       ] [3315/3605] Completed UMH in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-11T20:35:03.976816] [INFO ] [sig       ] [3316/3605] Forecasting UMMA...
[2025-12-11T20:35:03.976844] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-11T20:35:03.976873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-11T20:35:03.988285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-11T20:35:03.988622] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-11T20:35:03.989379] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-11T20:35:03.989430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:03.989461] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:03.989499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:03.989566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:04.044761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:04.045381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:04.045461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:04.045491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:04.159472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:04.159647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:04.159692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:04.159719] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:04.162952] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=69.76%)
[2025-12-11T20:35:04.163212] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-11T20:35:04.163329] [INFO ] [sig       ] UMMA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:04.302294] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UMMA.txt
[2025-12-11T20:35:04.302446] [INFO ] [sig       ] [3316/3605] Completed UMMA in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-11T20:35:04.302487] [INFO ] [sig       ] [3317/3605] Forecasting UNCY...
[2025-12-11T20:35:04.302517] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-11T20:35:04.302553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-11T20:35:04.313920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-11T20:35:04.314252] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-11T20:35:04.315061] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-11T20:35:04.315111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:04.315142] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:04.315169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:04.315225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:04.371043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:04.371877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:04.371959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:04.371991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:04.493288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:04.493445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:04.493490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:04.493518] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:04.497044] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-11T20:35:04.497306] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-11T20:35:04.497423] [INFO ] [sig       ] UNCY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:04.633657] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UNCY.txt
[2025-12-11T20:35:04.633787] [INFO ] [sig       ] [3317/3605] Completed UNCY in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-11T20:35:04.633825] [INFO ] [sig       ] [3318/3605] Forecasting UNF...
[2025-12-11T20:35:04.633854] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-11T20:35:04.633882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-11T20:35:04.645180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-11T20:35:04.645490] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-11T20:35:04.646287] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-11T20:35:04.646339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:04.646370] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:04.646424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:04.646481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:04.701957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:04.702804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:04.702888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:04.702920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:04.820201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:04.820353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:04.820391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:04.820418] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:04.823712] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-11T20:35:04.823976] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-11T20:35:04.824096] [INFO ] [sig       ] UNF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:04.958632] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UNF.txt
[2025-12-11T20:35:04.958758] [INFO ] [sig       ] [3318/3605] Completed UNF in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-11T20:35:04.958797] [INFO ] [sig       ] [3319/3605] Forecasting UNFI...
[2025-12-11T20:35:04.958825] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-11T20:35:04.958853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-11T20:35:04.969508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-11T20:35:04.969825] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-11T20:35:04.970570] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-11T20:35:04.970639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:04.970670] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:04.970696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:04.970751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:05.025945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:05.026755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:05.026834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:05.026866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:05.148072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:05.148233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:05.148273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:05.148301] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:05.151713] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=51.85%)
[2025-12-11T20:35:05.152000] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-11T20:35:05.152127] [INFO ] [sig       ] UNFI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:05.295718] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UNFI.txt
[2025-12-11T20:35:05.295869] [INFO ] [sig       ] [3319/3605] Completed UNFI in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-11T20:35:05.295910] [INFO ] [sig       ] [3320/3605] Forecasting UNH...
[2025-12-11T20:35:05.295939] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-11T20:35:05.295989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-11T20:35:05.308432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-11T20:35:05.308877] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-11T20:35:05.309721] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-11T20:35:05.309773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:05.309804] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:05.309830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:05.309885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:05.367743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:05.368644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:05.368727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:05.368759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:05.485421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:05.485586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:05.485632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:05.485659] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:05.489173] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-12-11T20:35:05.489456] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-11T20:35:05.489601] [INFO ] [sig       ] UNH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:05.634697] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UNH.txt
[2025-12-11T20:35:05.634849] [INFO ] [sig       ] [3320/3605] Completed UNH in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-11T20:35:05.634890] [INFO ] [sig       ] [3321/3605] Forecasting UNM...
[2025-12-11T20:35:05.634920] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-11T20:35:05.634951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-11T20:35:05.646292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-11T20:35:05.646643] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-11T20:35:05.647411] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-11T20:35:05.647463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:05.647496] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:05.647524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:05.647607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:05.707975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:05.708907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:05.709009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:05.709050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:05.832651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:05.832806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:05.832846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:05.832874] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:05.836319] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-11T20:35:05.836608] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-11T20:35:05.836736] [INFO ] [sig       ] UNM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:05.976831] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UNM.txt
[2025-12-11T20:35:05.976970] [INFO ] [sig       ] [3321/3605] Completed UNM in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-11T20:35:05.977009] [INFO ] [sig       ] [3322/3605] Forecasting UNMA...
[2025-12-11T20:35:05.977038] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-11T20:35:05.977067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-11T20:35:05.988380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-11T20:35:05.988731] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-11T20:35:05.989473] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-11T20:35:05.989523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:05.989554] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:05.989603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:05.989665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:06.048650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:06.049646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:06.049725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:06.049757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:06.155927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:06.156091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:06.156131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:06.156159] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:06.159688] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-11T20:35:06.159978] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-11T20:35:06.160104] [INFO ] [sig       ] UNMA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:06.301912] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UNMA.txt
[2025-12-11T20:35:06.302064] [INFO ] [sig       ] [3322/3605] Completed UNMA in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-11T20:35:06.302104] [INFO ] [sig       ] [3323/3605] Forecasting UNP...
[2025-12-11T20:35:06.302132] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-11T20:35:06.302161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-11T20:35:06.313379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-11T20:35:06.313749] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-11T20:35:06.314509] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-11T20:35:06.314560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:06.314616] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:06.314643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:06.314699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:06.371098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:06.371956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:06.372036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:06.372069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:06.490890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:06.491043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:06.491082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:06.491109] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:06.494591] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-11T20:35:06.494900] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-11T20:35:06.495026] [INFO ] [sig       ] UNP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:06.636273] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UNP.txt
[2025-12-11T20:35:06.636424] [INFO ] [sig       ] [3323/3605] Completed UNP in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-11T20:35:06.636462] [INFO ] [sig       ] [3324/3605] Forecasting UNTY...
[2025-12-11T20:35:06.636492] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-11T20:35:06.636521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-11T20:35:06.650722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-11T20:35:06.651072] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-11T20:35:06.652105] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-11T20:35:06.652172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:06.652222] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:06.652267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:06.652355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:06.710912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:06.711662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:06.711741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:06.711773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:06.828492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:06.828660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:06.828699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:06.828726] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:06.831959] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-12-11T20:35:06.832220] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-11T20:35:06.832337] [INFO ] [sig       ] UNTY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:06.968949] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UNTY.txt
[2025-12-11T20:35:06.969067] [INFO ] [sig       ] [3324/3605] Completed UNTY in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-11T20:35:06.969105] [INFO ] [sig       ] [3325/3605] Forecasting UONE...
[2025-12-11T20:35:06.969132] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-11T20:35:06.969162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-11T20:35:06.980812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-11T20:35:06.981109] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-11T20:35:06.981991] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-11T20:35:06.982044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:06.982077] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:06.982104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:06.982160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:07.038944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:07.039533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:07.039637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:07.039683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:07.150632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:07.150830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:07.150871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:07.150900] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:07.154605] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-11T20:35:07.154877] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-11T20:35:07.155001] [INFO ] [sig       ] UONE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:07.297044] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UONE.txt
[2025-12-11T20:35:07.297200] [INFO ] [sig       ] [3325/3605] Completed UONE in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-11T20:35:07.297242] [INFO ] [sig       ] [3326/3605] Forecasting UPBD...
[2025-12-11T20:35:07.297270] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-11T20:35:07.297298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-11T20:35:07.308846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-11T20:35:07.309135] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-11T20:35:07.309904] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-11T20:35:07.309954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:07.309984] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:07.310011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:07.310066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:07.366770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:07.367478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:07.367607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:07.367670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:07.486872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:07.487010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:07.487047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:07.487074] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:07.490374] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-12-11T20:35:07.490653] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-11T20:35:07.490772] [INFO ] [sig       ] UPBD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:07.629009] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UPBD.txt
[2025-12-11T20:35:07.629134] [INFO ] [sig       ] [3326/3605] Completed UPBD in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-11T20:35:07.629172] [INFO ] [sig       ] [3327/3605] Forecasting UPC...
[2025-12-11T20:35:07.629200] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-11T20:35:07.629230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-11T20:35:07.641182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-11T20:35:07.641504] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-11T20:35:07.642341] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-11T20:35:07.642394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:07.642428] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:07.642456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:07.642513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:07.698798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:07.699386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:07.699460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:07.699492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:07.810813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:07.810947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:07.810984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:07.811011] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:07.814200] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-12-11T20:35:07.814456] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-11T20:35:07.814569] [INFO ] [sig       ] UPC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:07.952329] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UPC.txt
[2025-12-11T20:35:07.952454] [INFO ] [sig       ] [3327/3605] Completed UPC in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-11T20:35:07.952491] [INFO ] [sig       ] [3328/3605] Forecasting UPLD...
[2025-12-11T20:35:07.952519] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-11T20:35:07.952548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-11T20:35:07.964081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-11T20:35:07.964398] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-11T20:35:07.965174] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-11T20:35:07.965226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:07.965256] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:07.965283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:07.965336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:08.020823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:08.021634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:08.021763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:08.021809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:08.138460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:08.138632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:08.138677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:08.138705] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:08.142041] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2025-12-11T20:35:08.142336] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-11T20:35:08.142460] [INFO ] [sig       ] UPLD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:08.281451] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UPLD.txt
[2025-12-11T20:35:08.281619] [INFO ] [sig       ] [3328/3605] Completed UPLD in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-11T20:35:08.281661] [INFO ] [sig       ] [3329/3605] Forecasting UPS...
[2025-12-11T20:35:08.281690] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-11T20:35:08.281719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-11T20:35:08.293507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-11T20:35:08.293884] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-11T20:35:08.294732] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-11T20:35:08.294797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:08.294831] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:08.294859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:08.294916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:08.351220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:08.352090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:08.352171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:08.352203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:08.475816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:08.475961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:08.475998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:08.476026] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:08.479423] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-11T20:35:08.479699] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-11T20:35:08.479821] [INFO ] [sig       ] UPS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:08.622732] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UPS.txt
[2025-12-11T20:35:08.622865] [INFO ] [sig       ] [3329/3605] Completed UPS in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-11T20:35:08.622902] [INFO ] [sig       ] [3330/3605] Forecasting UPWK...
[2025-12-11T20:35:08.622931] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-11T20:35:08.622960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-11T20:35:08.634703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-11T20:35:08.635024] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-11T20:35:08.635827] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-11T20:35:08.635879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:08.635910] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:08.635938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:08.635996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:08.691275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:08.691912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:08.691989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:08.692020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:08.812766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:08.813093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:08.813130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:08.813157] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:08.816406] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-12-11T20:35:08.816684] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-11T20:35:08.816993] [INFO ] [sig       ] UPWK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:08.952938] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UPWK.txt
[2025-12-11T20:35:08.953066] [INFO ] [sig       ] [3330/3605] Completed UPWK in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-11T20:35:08.953105] [INFO ] [sig       ] [3331/3605] Forecasting UPXI...
[2025-12-11T20:35:08.953133] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-11T20:35:08.953161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-11T20:35:08.963832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-11T20:35:08.964151] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-11T20:35:08.964992] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-11T20:35:08.965046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:08.965078] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:08.965105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:08.965162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:09.021693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:09.022434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:09.022514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:09.022546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:09.138683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:09.138830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:09.138868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:09.138895] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:09.142142] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=69.16%)
[2025-12-11T20:35:09.142402] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-11T20:35:09.142517] [INFO ] [sig       ] UPXI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:09.278334] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UPXI.txt
[2025-12-11T20:35:09.278521] [INFO ] [sig       ] [3331/3605] Completed UPXI in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-11T20:35:09.278595] [INFO ] [sig       ] [3332/3605] Forecasting URBN...
[2025-12-11T20:35:09.278642] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-11T20:35:09.278686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-11T20:35:09.289565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-11T20:35:09.289897] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-11T20:35:09.290654] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-11T20:35:09.290704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:09.290735] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:09.290762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:09.290818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:09.346669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:09.347372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:09.347448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:09.347480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:09.468675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:09.468840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:09.468877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:09.468905] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:09.472186] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-11T20:35:09.472451] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-11T20:35:09.472586] [INFO ] [sig       ] URBN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:09.611885] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/URBN.txt
[2025-12-11T20:35:09.612032] [INFO ] [sig       ] [3332/3605] Completed URBN in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:09.612081] [INFO ] [sig       ] [3333/3605] Forecasting URGN...
[2025-12-11T20:35:09.612113] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-11T20:35:09.612143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-11T20:35:09.624030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-11T20:35:09.624403] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-11T20:35:09.625208] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-11T20:35:09.625260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:09.625291] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:09.625317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:09.625372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:09.683185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:09.684041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:09.684135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:09.684168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:09.806400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:09.806567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:09.806629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:09.806658] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:09.810130] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=0.14%)
[2025-12-11T20:35:09.810452] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-11T20:35:09.810609] [INFO ] [sig       ] URGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:09.950285] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/URGN.txt
[2025-12-11T20:35:09.950433] [INFO ] [sig       ] [3333/3605] Completed URGN in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:09.950473] [INFO ] [sig       ] [3334/3605] Forecasting URI...
[2025-12-11T20:35:09.950502] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-11T20:35:09.950530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-11T20:35:09.961608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-11T20:35:09.961906] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-11T20:35:09.962728] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-11T20:35:09.962778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:09.962812] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:09.962838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:09.962895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:10.019558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:10.020169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:10.020246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:10.020277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:10.141737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:10.141850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:10.141888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:10.141918] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:10.145094] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-11T20:35:10.145392] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-11T20:35:10.145512] [INFO ] [sig       ] URI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:10.281941] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/URI.txt
[2025-12-11T20:35:10.282058] [INFO ] [sig       ] [3334/3605] Completed URI in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:10.282096] [INFO ] [sig       ] [3335/3605] Forecasting URNJ...
[2025-12-11T20:35:10.282123] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-11T20:35:10.282152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-11T20:35:10.293618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-11T20:35:10.293895] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-11T20:35:10.294718] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-11T20:35:10.294772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:10.294838] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:10.294876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:10.294956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:10.351388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:10.351991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:10.352064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:10.352095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:10.473185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:10.473313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:10.473350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:10.473376] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:10.476558] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=13.82%)
[2025-12-11T20:35:10.476834] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-11T20:35:10.476948] [INFO ] [sig       ] URNJ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:10.614534] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/URNJ.txt
[2025-12-11T20:35:10.614673] [INFO ] [sig       ] [3335/3605] Completed URNJ in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:10.614711] [INFO ] [sig       ] [3336/3605] Forecasting UROY...
[2025-12-11T20:35:10.614738] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-11T20:35:10.614767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-11T20:35:10.625761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-11T20:35:10.626069] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-11T20:35:10.626881] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-11T20:35:10.626934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:10.626966] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:10.626995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:10.627052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:10.683234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:10.683898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:10.683974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:10.684005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:10.808921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:10.809064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:10.809122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:10.809151] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:10.812443] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-12-11T20:35:10.812728] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-11T20:35:10.812846] [INFO ] [sig       ] UROY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:10.948648] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UROY.txt
[2025-12-11T20:35:10.948782] [INFO ] [sig       ] [3336/3605] Completed UROY in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:10.948820] [INFO ] [sig       ] [3337/3605] Forecasting USA...
[2025-12-11T20:35:10.948848] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-11T20:35:10.948877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-11T20:35:10.959725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-11T20:35:10.960018] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-11T20:35:10.960832] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-11T20:35:10.960884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:10.960917] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:10.960944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:10.961002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:11.019725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:11.020482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:11.020558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:11.020608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:11.139136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:11.139283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:11.139322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:11.139351] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:11.142714] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-11T20:35:11.142984] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-11T20:35:11.143106] [INFO ] [sig       ] USA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:11.278170] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/USA.txt
[2025-12-11T20:35:11.278299] [INFO ] [sig       ] [3337/3605] Completed USA in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:11.278338] [INFO ] [sig       ] [3338/3605] Forecasting USAC...
[2025-12-11T20:35:11.278366] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-11T20:35:11.278395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-11T20:35:11.289290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-11T20:35:11.289640] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-11T20:35:11.290418] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-11T20:35:11.290471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:11.290503] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:11.290530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:11.290614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:11.346732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:11.347412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:11.347492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:11.347525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:11.464656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:11.464787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:11.464824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:11.464880] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:11.468158] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=82.38%)
[2025-12-11T20:35:11.468419] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-11T20:35:11.468538] [INFO ] [sig       ] USAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:11.606454] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/USAC.txt
[2025-12-11T20:35:11.606567] [INFO ] [sig       ] [3338/3605] Completed USAC in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:11.606621] [INFO ] [sig       ] [3339/3605] Forecasting USB...
[2025-12-11T20:35:11.606650] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-11T20:35:11.606679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-11T20:35:11.617337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-11T20:35:11.617608] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-11T20:35:11.618376] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-11T20:35:11.618426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:11.618456] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:11.618481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:11.618535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:11.675519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:11.676116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:11.676190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:11.676221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:11.798338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:11.798487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:11.798528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:11.798556] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:11.802284] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-11T20:35:11.802585] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-11T20:35:11.802708] [INFO ] [sig       ] USB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:11.938398] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/USB.txt
[2025-12-11T20:35:11.938522] [INFO ] [sig       ] [3339/3605] Completed USB in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:11.938558] [INFO ] [sig       ] [3340/3605] Forecasting USCB...
[2025-12-11T20:35:11.938604] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-11T20:35:11.938634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-11T20:35:11.950124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-11T20:35:11.950426] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-11T20:35:11.951241] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-11T20:35:11.951294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:11.951348] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:11.951376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:11.951433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:12.008179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:12.008799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:12.008878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:12.008910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:12.123042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:12.123172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:12.123209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:12.123237] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:12.126423] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=78.84%)
[2025-12-11T20:35:12.126699] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-11T20:35:12.126819] [INFO ] [sig       ] USCB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:12.266023] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/USCB.txt
[2025-12-11T20:35:12.266140] [INFO ] [sig       ] [3340/3605] Completed USCB in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:12.266176] [INFO ] [sig       ] [3341/3605] Forecasting USDX...
[2025-12-11T20:35:12.266205] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-11T20:35:12.266233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-11T20:35:12.277604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-11T20:35:12.277905] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-11T20:35:12.278683] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-11T20:35:12.278735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:12.278767] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:12.278794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:12.278851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:12.335776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:12.336369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:12.336445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:12.336476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:12.441356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:12.441463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:12.441500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:12.441526] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:12.444793] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-11T20:35:12.445053] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-11T20:35:12.445168] [INFO ] [sig       ] USDX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:12.585058] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/USDX.txt
[2025-12-11T20:35:12.585186] [INFO ] [sig       ] [3341/3605] Completed USDX in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:12.585223] [INFO ] [sig       ] [3342/3605] Forecasting USEA...
[2025-12-11T20:35:12.585251] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-11T20:35:12.585280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-11T20:35:12.597081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-11T20:35:12.597408] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-11T20:35:12.598224] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-11T20:35:12.598276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:12.598308] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:12.598335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:12.598391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:12.655766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:12.656342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:12.656417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:12.656447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:12.775409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:12.775536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:12.775607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:12.775638] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:12.778942] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-12-11T20:35:12.779203] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-11T20:35:12.779319] [INFO ] [sig       ] USEA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:12.917248] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/USEA.txt
[2025-12-11T20:35:12.917364] [INFO ] [sig       ] [3342/3605] Completed USEA in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-11T20:35:12.917400] [INFO ] [sig       ] [3343/3605] Forecasting USFD...
[2025-12-11T20:35:12.917428] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-11T20:35:12.917457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-11T20:35:12.928054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-11T20:35:12.928314] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-11T20:35:12.929077] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-11T20:35:12.929127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:12.929159] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:12.929184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:12.929238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:12.985496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:12.986172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:12.986247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:12.986278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:13.109014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:13.109134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:13.109171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:13.109197] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:13.112401] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-11T20:35:13.112675] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-11T20:35:13.112791] [INFO ] [sig       ] USFD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:13.250069] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/USFD.txt
[2025-12-11T20:35:13.250180] [INFO ] [sig       ] [3343/3605] Completed USFD in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-11T20:35:13.250216] [INFO ] [sig       ] [3344/3605] Forecasting USGO...
[2025-12-11T20:35:13.250250] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-11T20:35:13.250281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-11T20:35:13.261525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-11T20:35:13.261839] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-11T20:35:13.262585] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-11T20:35:13.262635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:13.262666] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:13.262692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:13.262746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:13.319140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:13.319738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:13.319817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:13.319848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:13.433487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:13.433629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:13.433668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:13.433695] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:13.436892] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-12-11T20:35:13.437150] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-11T20:35:13.437266] [INFO ] [sig       ] USGO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:13.583253] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/USGO.txt
[2025-12-11T20:35:13.583427] [INFO ] [sig       ] [3344/3605] Completed USGO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-11T20:35:13.583467] [INFO ] [sig       ] [3345/3605] Forecasting USIG...
[2025-12-11T20:35:13.583497] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-11T20:35:13.583526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-11T20:35:13.595272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-11T20:35:13.595665] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-11T20:35:13.596460] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-11T20:35:13.596511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:13.596561] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:13.596627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:13.596685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:13.657534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:13.658454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:13.658605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:13.658641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:13.782108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:13.782262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:13.782301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:13.782329] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:13.785620] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-11T20:35:13.785879] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-11T20:35:13.785996] [INFO ] [sig       ] USIG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:13.925009] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/USIG.txt
[2025-12-11T20:35:13.925151] [INFO ] [sig       ] [3345/3605] Completed USIG in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-11T20:35:13.925189] [INFO ] [sig       ] [3346/3605] Forecasting USIO...
[2025-12-11T20:35:13.925219] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-11T20:35:13.925249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-11T20:35:13.937798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-11T20:35:13.938175] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-11T20:35:13.938948] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-11T20:35:13.938998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:13.939028] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:13.939054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:13.939109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:13.995390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:13.996134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:13.996221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:13.996253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:14.109952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:14.110105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:14.110144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:14.110171] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:14.113430] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=11.68%)
[2025-12-11T20:35:14.113705] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-11T20:35:14.113823] [INFO ] [sig       ] USIO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:14.251550] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/USIO.txt
[2025-12-11T20:35:14.251695] [INFO ] [sig       ] [3346/3605] Completed USIO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-11T20:35:14.251745] [INFO ] [sig       ] [3347/3605] Forecasting USLM...
[2025-12-11T20:35:14.251774] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-11T20:35:14.251803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-11T20:35:14.263006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-11T20:35:14.263289] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-11T20:35:14.264073] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-11T20:35:14.264123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:14.264154] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:14.264181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:14.264235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:14.320864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:14.321519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:14.321619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:14.321655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:14.435513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:14.435675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:14.435715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:14.435759] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:14.439027] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-12-11T20:35:14.439286] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-11T20:35:14.439400] [INFO ] [sig       ] USLM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:14.578058] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/USLM.txt
[2025-12-11T20:35:14.578177] [INFO ] [sig       ] [3347/3605] Completed USLM in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-11T20:35:14.578215] [INFO ] [sig       ] [3348/3605] Forecasting USMC...
[2025-12-11T20:35:14.578242] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-11T20:35:14.578271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-11T20:35:14.589111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-11T20:35:14.589382] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-11T20:35:14.590162] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-11T20:35:14.590212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:14.590244] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:14.590270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:14.590324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:14.647127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:14.647735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:14.647827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:14.647879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:14.760737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:14.760890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:14.760928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:14.760956] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:14.764237] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-12-11T20:35:14.764498] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-11T20:35:14.764631] [INFO ] [sig       ] USMC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:14.901750] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/USMC.txt
[2025-12-11T20:35:14.901878] [INFO ] [sig       ] [3348/3605] Completed USMC in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-11T20:35:14.901916] [INFO ] [sig       ] [3349/3605] Forecasting USOI...
[2025-12-11T20:35:14.901945] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-11T20:35:14.901974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-11T20:35:14.914563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-11T20:35:14.914975] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-11T20:35:14.915793] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-11T20:35:14.915846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:14.915877] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:14.915903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:14.915958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:14.971244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:14.972133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:14.972232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:14.972263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:15.091123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:15.091285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:15.091324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:15.091351] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:15.094738] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-12-11T20:35:15.094998] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-11T20:35:15.095114] [INFO ] [sig       ] USOI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:15.231750] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/USOI.txt
[2025-12-11T20:35:15.231861] [INFO ] [sig       ] [3349/3605] Completed USOI in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-11T20:35:15.231901] [INFO ] [sig       ] [3350/3605] Forecasting USOY...
[2025-12-11T20:35:15.231929] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-11T20:35:15.231957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-11T20:35:15.243703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-11T20:35:15.243997] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-11T20:35:15.244750] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-11T20:35:15.244801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:15.244837] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:15.244863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:15.244918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:15.302202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:15.302816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:15.302892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:15.302922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:15.417192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:15.417292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:15.417328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:15.417355] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:15.420512] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2025-12-11T20:35:15.420784] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-11T20:35:15.420905] [INFO ] [sig       ] USOY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:15.560097] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/USOY.txt
[2025-12-11T20:35:15.560209] [INFO ] [sig       ] [3350/3605] Completed USOY in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:15.560245] [INFO ] [sig       ] [3351/3605] Forecasting USTB...
[2025-12-11T20:35:15.560274] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-11T20:35:15.560302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-11T20:35:15.571433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-11T20:35:15.571710] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-11T20:35:15.572443] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-11T20:35:15.572493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:15.572536] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:15.572563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:15.572638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:15.632265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:15.633119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:15.633199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:15.633231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:15.746635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:15.746774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:15.746813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:15.746844] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:15.750101] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-11T20:35:15.750364] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-11T20:35:15.750480] [INFO ] [sig       ] USTB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:15.886820] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/USTB.txt
[2025-12-11T20:35:15.886937] [INFO ] [sig       ] [3351/3605] Completed USTB in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:15.886975] [INFO ] [sig       ] [3352/3605] Forecasting USVM...
[2025-12-11T20:35:15.887003] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-11T20:35:15.887031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-11T20:35:15.898601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-11T20:35:15.898917] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-11T20:35:15.899798] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-11T20:35:15.899874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:15.899906] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:15.899932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:15.899986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:15.955432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:15.956039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:15.956112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:15.956143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:16.072396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:16.072536] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:35:16.072591] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:16.072621] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:16.075882] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-11T20:35:16.076141] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-11T20:35:16.076256] [INFO ] [sig       ] USVM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:16.229169] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/USVM.txt
[2025-12-11T20:35:16.229304] [INFO ] [sig       ] [3352/3605] Completed USVM in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:16.229342] [INFO ] [sig       ] [3353/3605] Forecasting USXF...
[2025-12-11T20:35:16.229371] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-11T20:35:16.229400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-11T20:35:16.240635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-11T20:35:16.240914] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-11T20:35:16.241674] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-11T20:35:16.241724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:16.241755] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:16.241781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:16.241836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:16.300406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:16.301069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:16.301147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:16.301180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:16.417255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:16.417408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:16.417447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:16.417474] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:16.423880] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-11T20:35:16.424170] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-11T20:35:16.424289] [INFO ] [sig       ] USXF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:16.590633] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/USXF.txt
[2025-12-11T20:35:16.590780] [INFO ] [sig       ] [3353/3605] Completed USXF in 0.4s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:16.590817] [INFO ] [sig       ] [3354/3605] Forecasting UTEN...
[2025-12-11T20:35:16.590846] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-11T20:35:16.590875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-11T20:35:16.603775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-11T20:35:16.604259] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-11T20:35:16.605247] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-11T20:35:16.605302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:16.605332] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:16.605357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:16.605411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:16.664686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:16.665331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:16.665419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:16.665463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:16.791254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:16.791403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:16.791442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:16.791471] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:16.794866] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=62.94%)
[2025-12-11T20:35:16.795128] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-11T20:35:16.795246] [INFO ] [sig       ] UTEN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:16.944614] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UTEN.txt
[2025-12-11T20:35:16.944758] [INFO ] [sig       ] [3354/3605] Completed UTEN in 0.4s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:16.944797] [INFO ] [sig       ] [3355/3605] Forecasting UTF...
[2025-12-11T20:35:16.944832] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-11T20:35:16.944862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-11T20:35:16.958001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-11T20:35:16.958307] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-11T20:35:16.959126] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-11T20:35:16.959179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:16.959211] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:16.959238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:16.959295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:17.017487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:17.018217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:17.018297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:17.018330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:17.138944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:17.139095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:17.139165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:17.139194] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:17.142521] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-11T20:35:17.142797] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-11T20:35:17.142913] [INFO ] [sig       ] UTF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:17.287321] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UTF.txt
[2025-12-11T20:35:17.287456] [INFO ] [sig       ] [3355/3605] Completed UTF in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:17.287493] [INFO ] [sig       ] [3356/3605] Forecasting UTI...
[2025-12-11T20:35:17.287521] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-11T20:35:17.287551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-11T20:35:17.299794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-11T20:35:17.300115] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-11T20:35:17.301144] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-11T20:35:17.301197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:17.301229] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:17.301256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:17.301314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:17.359531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:17.360248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:17.360325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:17.360358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:17.481753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:17.481896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:17.481933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:17.481960] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:17.485222] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-11T20:35:17.485481] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-11T20:35:17.485615] [INFO ] [sig       ] UTI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:17.629347] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UTI.txt
[2025-12-11T20:35:17.629476] [INFO ] [sig       ] [3356/3605] Completed UTI in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:17.629512] [INFO ] [sig       ] [3357/3605] Forecasting UTL...
[2025-12-11T20:35:17.629541] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-11T20:35:17.629586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-11T20:35:17.640642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-11T20:35:17.640898] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-11T20:35:17.641648] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-11T20:35:17.641697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:17.641727] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:17.641754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:17.641809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:17.700594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:17.701399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:17.701489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:17.701534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:17.820254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:17.820404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:17.820445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:17.820473] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:17.823778] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-11T20:35:17.824053] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-11T20:35:17.824172] [INFO ] [sig       ] UTL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:17.966750] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UTL.txt
[2025-12-11T20:35:17.966899] [INFO ] [sig       ] [3357/3605] Completed UTL in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:17.966936] [INFO ] [sig       ] [3358/3605] Forecasting UTMD...
[2025-12-11T20:35:17.966971] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-11T20:35:17.967032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-11T20:35:17.978811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-11T20:35:17.979201] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-11T20:35:17.979975] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-11T20:35:17.980026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:17.980057] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:17.980082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:17.980136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:18.038652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:18.039486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:18.039568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:18.039623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:18.152806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:18.152982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:18.153033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:18.153088] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:18.156928] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=51.34%)
[2025-12-11T20:35:18.157250] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-11T20:35:18.157395] [INFO ] [sig       ] UTMD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:18.295086] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UTMD.txt
[2025-12-11T20:35:18.295208] [INFO ] [sig       ] [3358/3605] Completed UTMD in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:18.295244] [INFO ] [sig       ] [3359/3605] Forecasting UTWO...
[2025-12-11T20:35:18.295273] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-11T20:35:18.295330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-11T20:35:18.306833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-11T20:35:18.307087] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-11T20:35:18.307863] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-11T20:35:18.307919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:18.307950] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:18.307976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:18.308031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:18.363698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:18.364292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:18.364367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:18.364399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:18.482510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:18.482663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:18.482704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:18.482731] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:18.485938] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-11T20:35:18.486200] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-11T20:35:18.486317] [INFO ] [sig       ] UTWO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:18.623618] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UTWO.txt
[2025-12-11T20:35:18.623732] [INFO ] [sig       ] [3359/3605] Completed UTWO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:18.623769] [INFO ] [sig       ] [3360/3605] Forecasting UTZ...
[2025-12-11T20:35:18.623796] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-11T20:35:18.623825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-11T20:35:18.635262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-11T20:35:18.635515] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-11T20:35:18.636274] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-11T20:35:18.636323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:18.636354] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:18.636380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:18.636435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:18.692406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:18.693188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:18.693264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:18.693296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:18.807413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:18.807552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:18.807621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:18.807668] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:18.810918] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2025-12-11T20:35:18.811177] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-11T20:35:18.811293] [INFO ] [sig       ] UTZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:18.947186] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UTZ.txt
[2025-12-11T20:35:18.947316] [INFO ] [sig       ] [3360/3605] Completed UTZ in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-11T20:35:18.947355] [INFO ] [sig       ] [3361/3605] Forecasting UVE...
[2025-12-11T20:35:18.947382] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-11T20:35:18.947411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-11T20:35:18.958264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-11T20:35:18.958560] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-11T20:35:18.959511] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-11T20:35:18.959593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:18.959636] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:18.959666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:18.959736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:19.021478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:19.022242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:19.022322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:19.022353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:19.142149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:19.142315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:19.142357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:19.142384] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:19.145828] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=59.45%)
[2025-12-11T20:35:19.146141] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-11T20:35:19.146270] [INFO ] [sig       ] UVE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:19.301014] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UVE.txt
[2025-12-11T20:35:19.301165] [INFO ] [sig       ] [3361/3605] Completed UVE in 0.4s | 2.94 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-11T20:35:19.301203] [INFO ] [sig       ] [3362/3605] Forecasting UVSP...
[2025-12-11T20:35:19.301232] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-11T20:35:19.301260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-11T20:35:19.313074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-11T20:35:19.313379] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-11T20:35:19.314149] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-11T20:35:19.314199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:19.314230] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:19.314256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:19.314327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:19.370495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:19.371349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:19.371430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:19.371462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:19.489381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:19.489545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:19.489603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:19.489633] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:19.492896] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=83.56%)
[2025-12-11T20:35:19.493155] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-11T20:35:19.493271] [INFO ] [sig       ] UVSP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:19.632888] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UVSP.txt
[2025-12-11T20:35:19.633039] [INFO ] [sig       ] [3362/3605] Completed UVSP in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-11T20:35:19.633079] [INFO ] [sig       ] [3363/3605] Forecasting UWMC...
[2025-12-11T20:35:19.633107] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-11T20:35:19.633135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-11T20:35:19.644280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-11T20:35:19.644641] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-11T20:35:19.645427] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-11T20:35:19.645479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:19.645511] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:19.645536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:19.645617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:19.706641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:19.707491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:19.707591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:19.707628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:19.831704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:19.831866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:19.831905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:19.831933] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:19.835188] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-12-11T20:35:19.835449] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-11T20:35:19.835565] [INFO ] [sig       ] UWMC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:19.981513] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UWMC.txt
[2025-12-11T20:35:19.981665] [INFO ] [sig       ] [3363/3605] Completed UWMC in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-11T20:35:19.981713] [INFO ] [sig       ] [3364/3605] Forecasting UXIN...
[2025-12-11T20:35:19.981751] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-11T20:35:19.981784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-11T20:35:19.993404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-11T20:35:19.993757] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-11T20:35:19.994531] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-11T20:35:19.994612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:19.994650] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:19.994678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:19.994736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:20.055840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:20.056706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:20.056790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:20.056826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:20.172452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:20.172620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:20.172665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:20.172694] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:20.176124] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=32.08%)
[2025-12-11T20:35:20.176397] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-11T20:35:20.176520] [INFO ] [sig       ] UXIN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:20.320613] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UXIN.txt
[2025-12-11T20:35:20.320757] [INFO ] [sig       ] [3364/3605] Completed UXIN in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-11T20:35:20.320793] [INFO ] [sig       ] [3365/3605] Forecasting UYLD...
[2025-12-11T20:35:20.320822] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-11T20:35:20.320850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-11T20:35:20.332151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-11T20:35:20.332460] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-11T20:35:20.333239] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-11T20:35:20.333290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:20.333321] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:20.333346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:20.333400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:20.389410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:20.390188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:20.390272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:20.390305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:20.501529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:20.501694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:20.501735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:20.501762] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:20.505002] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=91.72%)
[2025-12-11T20:35:20.505262] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-11T20:35:20.505414] [INFO ] [sig       ] UYLD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:20.642010] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/UYLD.txt
[2025-12-11T20:35:20.642160] [INFO ] [sig       ] [3365/3605] Completed UYLD in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-11T20:35:20.642199] [INFO ] [sig       ] [3366/3605] Forecasting UZE...
[2025-12-11T20:35:20.642228] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-11T20:35:20.642256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-11T20:35:20.653798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-11T20:35:20.654101] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-11T20:35:20.654873] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-11T20:35:20.654924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:20.654956] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:20.654982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:20.655038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:20.710750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:20.711491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:20.711569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:20.711621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:20.819186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:20.819336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:20.819375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:20.819403] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:20.822682] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-11T20:35:20.822946] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-11T20:35:20.823064] [INFO ] [sig       ] UZE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:20.960266] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/UZE.txt
[2025-12-11T20:35:20.960386] [INFO ] [sig       ] [3366/3605] Completed UZE in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-11T20:35:20.960424] [INFO ] [sig       ] [3367/3605] Forecasting VAC...
[2025-12-11T20:35:20.960453] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-11T20:35:20.960482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-11T20:35:20.971529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-11T20:35:20.971856] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-11T20:35:20.972621] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-11T20:35:20.972673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:20.972705] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:20.972731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:20.972786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:21.031405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:21.032099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:21.032184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:21.032226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:21.156153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:21.156303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:21.156342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:21.156370] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:21.159649] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2025-12-11T20:35:21.159908] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-11T20:35:21.160025] [INFO ] [sig       ] VAC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:21.304933] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VAC.txt
[2025-12-11T20:35:21.305076] [INFO ] [sig       ] [3367/3605] Completed VAC in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:21.305114] [INFO ] [sig       ] [3368/3605] Forecasting VAL...
[2025-12-11T20:35:21.305142] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-11T20:35:21.305171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-11T20:35:21.316413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-11T20:35:21.316707] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-11T20:35:21.317448] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-11T20:35:21.317498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:21.317529] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:21.317555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:21.317628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:21.374931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:21.375587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:21.375665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:21.375696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:21.496128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:21.496274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:21.496313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:21.496341] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:21.500832] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=34.12%)
[2025-12-11T20:35:21.501272] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-11T20:35:21.501431] [INFO ] [sig       ] VAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:21.645162] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VAL.txt
[2025-12-11T20:35:21.645302] [INFO ] [sig       ] [3368/3605] Completed VAL in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:21.645342] [INFO ] [sig       ] [3369/3605] Forecasting VALE...
[2025-12-11T20:35:21.645370] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-11T20:35:21.645400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-11T20:35:21.657938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-11T20:35:21.658263] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-11T20:35:21.659078] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-11T20:35:21.659129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:21.659161] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:21.659186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:21.659241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:21.716838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:21.717671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:21.717747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:21.717778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:21.839445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:21.839614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:21.839657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:21.839685] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:21.842995] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-11T20:35:21.843279] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-11T20:35:21.843399] [INFO ] [sig       ] VALE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:21.983876] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VALE.txt
[2025-12-11T20:35:21.984002] [INFO ] [sig       ] [3369/3605] Completed VALE in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:21.984042] [INFO ] [sig       ] [3370/3605] Forecasting VALN...
[2025-12-11T20:35:21.984070] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-11T20:35:21.984098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-11T20:35:21.996221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-11T20:35:21.996553] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-11T20:35:21.997343] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-11T20:35:21.997395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:21.997426] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:21.997454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:21.997510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:22.055688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:22.056326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:22.056406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:22.056440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:22.162289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:22.162425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:22.162465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:22.162494] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:22.165893] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-11T20:35:22.166169] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-11T20:35:22.166291] [INFO ] [sig       ] VALN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:22.310683] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VALN.txt
[2025-12-11T20:35:22.310823] [INFO ] [sig       ] [3370/3605] Completed VALN in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:22.310864] [INFO ] [sig       ] [3371/3605] Forecasting VANI...
[2025-12-11T20:35:22.310894] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-11T20:35:22.310925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-11T20:35:22.321665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-11T20:35:22.321933] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-11T20:35:22.322698] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-11T20:35:22.322748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:22.322779] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:22.322805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:22.322861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:22.379116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:22.379758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:22.379832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:22.379864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:22.497497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:22.497644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:22.497699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:22.497728] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:22.501016] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-11T20:35:22.501294] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-11T20:35:22.501425] [INFO ] [sig       ] VANI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:22.639240] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VANI.txt
[2025-12-11T20:35:22.639373] [INFO ] [sig       ] [3371/3605] Completed VANI in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:22.639413] [INFO ] [sig       ] [3372/3605] Forecasting VBF...
[2025-12-11T20:35:22.639441] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-11T20:35:22.639469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-11T20:35:22.651077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-11T20:35:22.651376] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-11T20:35:22.652142] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-11T20:35:22.652192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:22.652223] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:22.652249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:22.652303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:22.713842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:22.714602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:22.714683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:22.714717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:22.834314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:22.834493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:22.834531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:22.834558] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:22.838148] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-12-11T20:35:22.838473] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-11T20:35:22.838643] [INFO ] [sig       ] VBF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:22.985546] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VBF.txt
[2025-12-11T20:35:22.985698] [INFO ] [sig       ] [3372/3605] Completed VBF in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:22.985738] [INFO ] [sig       ] [3373/3605] Forecasting VBNK...
[2025-12-11T20:35:22.985765] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-11T20:35:22.985795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-11T20:35:22.996829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-11T20:35:22.997121] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-11T20:35:22.997916] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-11T20:35:22.997966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:22.997996] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:22.998022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:22.998077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:23.055476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:23.056323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:23.056404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:23.056436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:23.178010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:23.178179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:23.178232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:23.178273] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:23.182561] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-11T20:35:23.182869] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-11T20:35:23.182996] [INFO ] [sig       ] VBNK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:23.328027] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VBNK.txt
[2025-12-11T20:35:23.328170] [INFO ] [sig       ] [3373/3605] Completed VBNK in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:23.328211] [INFO ] [sig       ] [3374/3605] Forecasting VC...
[2025-12-11T20:35:23.328240] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-11T20:35:23.328270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-11T20:35:23.339614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-11T20:35:23.339930] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-11T20:35:23.340734] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-11T20:35:23.340785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:23.340819] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:23.340846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:23.340904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:23.399236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:23.399981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:23.400064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:23.400098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:23.521793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:23.521931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:23.521969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:23.521996] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:23.525345] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2025-12-11T20:35:23.525636] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-11T20:35:23.525760] [INFO ] [sig       ] VC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:23.672832] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VC.txt
[2025-12-11T20:35:23.672976] [INFO ] [sig       ] [3374/3605] Completed VC in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:23.673023] [INFO ] [sig       ] [3375/3605] Forecasting VCEL...
[2025-12-11T20:35:23.673059] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-11T20:35:23.673091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-11T20:35:23.684424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-11T20:35:23.684721] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-11T20:35:23.685483] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-11T20:35:23.685534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:23.685595] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:23.685626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:23.685683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:23.742968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:23.743665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:23.743742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:23.743774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:23.858942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:23.859091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:23.859131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:23.859157] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:23.862411] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=50.32%)
[2025-12-11T20:35:23.862709] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-11T20:35:23.862838] [INFO ] [sig       ] VCEL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:24.001165] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VCEL.txt
[2025-12-11T20:35:24.001302] [INFO ] [sig       ] [3375/3605] Completed VCEL in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:24.001366] [INFO ] [sig       ] [3376/3605] Forecasting VCRB...
[2025-12-11T20:35:24.001397] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-11T20:35:24.001427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-11T20:35:24.012264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-11T20:35:24.012551] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-11T20:35:24.013360] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-11T20:35:24.013411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:24.013444] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:24.013471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:24.013529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:24.071646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:24.072371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:24.072452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:24.072486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:24.191140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:24.191292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:24.191332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:24.191362] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:24.194737] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-12-11T20:35:24.195004] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-11T20:35:24.195125] [INFO ] [sig       ] VCRB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:24.335392] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VCRB.txt
[2025-12-11T20:35:24.335536] [INFO ] [sig       ] [3376/3605] Completed VCRB in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:24.335598] [INFO ] [sig       ] [3377/3605] Forecasting VCSH...
[2025-12-11T20:35:24.335631] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-11T20:35:24.335660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-11T20:35:24.346838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-11T20:35:24.347139] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-11T20:35:24.347977] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-11T20:35:24.348028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:24.348061] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:24.348086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:24.348142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:24.406130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:24.406858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:24.406938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:24.406970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:24.533027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:24.533174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:24.533214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:24.533242] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:24.536599] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-11T20:35:24.536874] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-11T20:35:24.536994] [INFO ] [sig       ] VCSH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:24.678244] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VCSH.txt
[2025-12-11T20:35:24.678398] [INFO ] [sig       ] [3377/3605] Completed VCSH in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-11T20:35:24.678438] [INFO ] [sig       ] [3378/3605] Forecasting VECO...
[2025-12-11T20:35:24.678470] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-11T20:35:24.678499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-11T20:35:24.689741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-11T20:35:24.690015] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-11T20:35:24.690793] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-11T20:35:24.690844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:24.690875] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:24.690901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:24.690958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:24.748556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:24.749273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:24.749352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:24.749385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:24.870067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:24.870228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:24.870269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:24.870297] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:24.873856] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-11T20:35:24.874182] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-11T20:35:24.874315] [INFO ] [sig       ] VECO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:25.015220] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VECO.txt
[2025-12-11T20:35:25.015366] [INFO ] [sig       ] [3378/3605] Completed VECO in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-11T20:35:25.015429] [INFO ] [sig       ] [3379/3605] Forecasting VEEE...
[2025-12-11T20:35:25.015458] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-11T20:35:25.015487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-11T20:35:25.027112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-11T20:35:25.027462] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-11T20:35:25.028328] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-11T20:35:25.028380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:25.028413] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:25.028469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:25.028527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:25.086071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:25.086943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:25.087027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:25.087061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:25.212690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:25.212835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:25.212875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:25.212903] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:25.216185] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=54.81%)
[2025-12-11T20:35:25.216448] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-11T20:35:25.216564] [INFO ] [sig       ] VEEE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:25.355014] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VEEE.txt
[2025-12-11T20:35:25.355142] [INFO ] [sig       ] [3379/3605] Completed VEEE in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-11T20:35:25.355180] [INFO ] [sig       ] [3380/3605] Forecasting VEL...
[2025-12-11T20:35:25.355209] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-11T20:35:25.355238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-11T20:35:25.366699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-11T20:35:25.367002] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-11T20:35:25.367937] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-11T20:35:25.367992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:25.368032] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:25.368067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:25.368135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:25.425247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:25.425981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:25.426059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:25.426091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:25.544962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:25.545114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:25.545155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:25.545185] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:25.548729] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-12-11T20:35:25.549001] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-11T20:35:25.549166] [INFO ] [sig       ] VEL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:25.700397] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VEL.txt
[2025-12-11T20:35:25.700528] [INFO ] [sig       ] [3380/3605] Completed VEL in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-11T20:35:25.700566] [INFO ] [sig       ] [3381/3605] Forecasting VEON...
[2025-12-11T20:35:25.700615] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-11T20:35:25.700644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-11T20:35:25.711693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-11T20:35:25.711982] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-11T20:35:25.712743] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-11T20:35:25.712793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:25.712824] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:25.712851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:25.712906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:25.769255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:25.769919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:25.769999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:25.770056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:25.894407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:25.894553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:25.894612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:25.894641] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:25.897946] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=46.42%)
[2025-12-11T20:35:25.898244] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-11T20:35:25.898370] [INFO ] [sig       ] VEON: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:26.037444] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VEON.txt
[2025-12-11T20:35:26.037639] [INFO ] [sig       ] [3381/3605] Completed VEON in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-11T20:35:26.037690] [INFO ] [sig       ] [3382/3605] Forecasting VERA...
[2025-12-11T20:35:26.037720] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-11T20:35:26.037750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-11T20:35:26.051238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-11T20:35:26.051672] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-11T20:35:26.052471] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-11T20:35:26.052524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:26.052556] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:26.052608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:26.052668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:26.109742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:26.110534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:26.110632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:26.110667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:26.226772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:26.226917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:26.226955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:26.226998] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:26.230329] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-11T20:35:26.230610] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-11T20:35:26.230731] [INFO ] [sig       ] VERA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:26.368797] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VERA.txt
[2025-12-11T20:35:26.368931] [INFO ] [sig       ] [3382/3605] Completed VERA in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-11T20:35:26.368970] [INFO ] [sig       ] [3383/3605] Forecasting VERI...
[2025-12-11T20:35:26.368999] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-11T20:35:26.369028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-11T20:35:26.380372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-11T20:35:26.380717] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-11T20:35:26.381526] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-11T20:35:26.381597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:26.381631] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:26.381658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:26.381714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:26.442615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:26.443482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:26.443565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:26.443619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:26.561809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:26.561947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:26.561987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:26.562016] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:26.565334] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-12-11T20:35:26.565618] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-11T20:35:26.565741] [INFO ] [sig       ] VERI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:26.705439] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VERI.txt
[2025-12-11T20:35:26.705592] [INFO ] [sig       ] [3383/3605] Completed VERI in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-11T20:35:26.705633] [INFO ] [sig       ] [3384/3605] Forecasting VERO...
[2025-12-11T20:35:26.705661] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-11T20:35:26.705690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-11T20:35:26.716974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-11T20:35:26.717292] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-11T20:35:26.718163] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-11T20:35:26.718215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:26.718247] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:26.718273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:26.718333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:26.775478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:26.776224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:26.776317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:26.776351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:26.893725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:26.893876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:26.893915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:26.893941] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:26.897271] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-12-11T20:35:26.897541] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-11T20:35:26.897680] [INFO ] [sig       ] VERO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:27.037220] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VERO.txt
[2025-12-11T20:35:27.037350] [INFO ] [sig       ] [3384/3605] Completed VERO in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-11T20:35:27.037390] [INFO ] [sig       ] [3385/3605] Forecasting VERX...
[2025-12-11T20:35:27.037420] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-11T20:35:27.037451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-11T20:35:27.048737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-11T20:35:27.049002] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-11T20:35:27.049791] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-11T20:35:27.049841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:27.049873] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:27.049899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:27.049954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:27.108341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:27.109085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:27.109169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:27.109201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:27.229090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:27.229208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:27.229247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:27.229274] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:27.232646] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-12-11T20:35:27.232916] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-11T20:35:27.233034] [INFO ] [sig       ] VERX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:27.372402] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VERX.txt
[2025-12-11T20:35:27.372544] [INFO ] [sig       ] [3385/3605] Completed VERX in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:27.372609] [INFO ] [sig       ] [3386/3605] Forecasting VFC...
[2025-12-11T20:35:27.372642] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-11T20:35:27.372674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-11T20:35:27.384121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-11T20:35:27.384455] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-11T20:35:27.385361] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-11T20:35:27.385414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:27.385459] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:27.385488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:27.385544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:27.440973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:27.441637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:27.441712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:27.441744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:27.561785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:27.561938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:27.561978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:27.562006] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:27.565352] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-11T20:35:27.565640] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-11T20:35:27.565764] [INFO ] [sig       ] VFC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:27.704300] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VFC.txt
[2025-12-11T20:35:27.704433] [INFO ] [sig       ] [3386/3605] Completed VFC in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:27.704471] [INFO ] [sig       ] [3387/3605] Forecasting VFF...
[2025-12-11T20:35:27.704499] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-11T20:35:27.704528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-11T20:35:27.716313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-11T20:35:27.716624] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-11T20:35:27.717397] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-11T20:35:27.717447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:27.717478] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:27.717503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:27.717558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:27.774255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:27.774967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:27.775046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:27.775078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:27.891267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:27.891406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:27.891445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:27.891471] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:27.894724] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-11T20:35:27.894980] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-11T20:35:27.895099] [INFO ] [sig       ] VFF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:28.033106] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VFF.txt
[2025-12-11T20:35:28.033229] [INFO ] [sig       ] [3387/3605] Completed VFF in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:28.033266] [INFO ] [sig       ] [3388/3605] Forecasting VFLO...
[2025-12-11T20:35:28.033294] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-11T20:35:28.033322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-11T20:35:28.044599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-11T20:35:28.044867] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-11T20:35:28.045639] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-11T20:35:28.045690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:28.045722] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:28.045747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:28.045802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:28.103366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:28.104063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:28.104142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:28.104173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:28.229865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:28.230025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:28.230067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:28.230096] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:28.233467] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-12-11T20:35:28.233749] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-11T20:35:28.233868] [INFO ] [sig       ] VFLO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:28.377202] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VFLO.txt
[2025-12-11T20:35:28.377389] [INFO ] [sig       ] [3388/3605] Completed VFLO in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:28.377430] [INFO ] [sig       ] [3389/3605] Forecasting VFS...
[2025-12-11T20:35:28.377458] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-11T20:35:28.377495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-11T20:35:28.389233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-11T20:35:28.389538] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-11T20:35:28.390323] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-11T20:35:28.390374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:28.390406] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:28.390433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:28.390514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:28.447660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:28.448501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:28.448636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:28.448672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:28.568274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:28.568416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:28.568455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:28.568484] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:28.571801] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-12-11T20:35:28.572068] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-11T20:35:28.572191] [INFO ] [sig       ] VFS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:28.712151] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VFS.txt
[2025-12-11T20:35:28.712283] [INFO ] [sig       ] [3389/3605] Completed VFS in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:28.712319] [INFO ] [sig       ] [3390/3605] Forecasting VGI...
[2025-12-11T20:35:28.712350] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-11T20:35:28.712385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-11T20:35:28.723630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-11T20:35:28.723977] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-11T20:35:28.724784] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-11T20:35:28.724835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:28.724867] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:28.724893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:28.724949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:28.782074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:28.782886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:28.782967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:28.782999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:28.896822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:28.896977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:28.897020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:28.897048] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:28.900420] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=60.59%)
[2025-12-11T20:35:28.900714] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-11T20:35:28.900835] [INFO ] [sig       ] VGI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:29.038759] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VGI.txt
[2025-12-11T20:35:29.038901] [INFO ] [sig       ] [3390/3605] Completed VGI in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:29.038940] [INFO ] [sig       ] [3391/3605] Forecasting VGM...
[2025-12-11T20:35:29.038969] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-11T20:35:29.038998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-11T20:35:29.050155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-11T20:35:29.050452] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-11T20:35:29.051246] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-11T20:35:29.051297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:29.051328] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:29.051353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:29.051407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:29.106847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:29.107564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:29.107662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:29.107695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:29.225067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:29.225217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:29.225257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:29.225285] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:29.228605] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=42.20%)
[2025-12-11T20:35:29.228867] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-11T20:35:29.228987] [INFO ] [sig       ] VGM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:29.365502] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VGM.txt
[2025-12-11T20:35:29.365649] [INFO ] [sig       ] [3391/3605] Completed VGM in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:29.365690] [INFO ] [sig       ] [3392/3605] Forecasting VGSH...
[2025-12-11T20:35:29.365718] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-11T20:35:29.365746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-11T20:35:29.376940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-11T20:35:29.377219] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-11T20:35:29.378011] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-11T20:35:29.378066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:29.378098] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:29.378124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:29.378178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:29.433705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:29.434333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:29.434409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:29.434441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:29.553410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:29.553561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:29.553617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:29.553646] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:29.556925] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-12-11T20:35:29.557198] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-11T20:35:29.557318] [INFO ] [sig       ] VGSH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:29.694045] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VGSH.txt
[2025-12-11T20:35:29.694206] [INFO ] [sig       ] [3392/3605] Completed VGSH in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:29.694245] [INFO ] [sig       ] [3393/3605] Forecasting VICI...
[2025-12-11T20:35:29.694273] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-11T20:35:29.694301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-11T20:35:29.705433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-11T20:35:29.705743] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-11T20:35:29.706478] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-11T20:35:29.706528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:29.706559] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:29.706610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:29.706666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:29.764646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:29.765497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:29.765601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:29.765637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:29.893955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:29.894107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:29.894147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:29.894176] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:29.897508] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-11T20:35:29.897793] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-11T20:35:29.897946] [INFO ] [sig       ] VICI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:30.034421] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VICI.txt
[2025-12-11T20:35:30.034555] [INFO ] [sig       ] [3393/3605] Completed VICI in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:30.034611] [INFO ] [sig       ] [3394/3605] Forecasting VIGI...
[2025-12-11T20:35:30.034639] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-11T20:35:30.034668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-11T20:35:30.046157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-11T20:35:30.046465] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-11T20:35:30.047251] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-11T20:35:30.047303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:30.047334] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:30.047360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:30.047415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:30.103871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:30.104671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:30.104751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:30.104783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:30.223609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:30.223766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:30.223808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:30.223836] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:30.227140] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=36.41%)
[2025-12-11T20:35:30.227405] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-11T20:35:30.227522] [INFO ] [sig       ] VIGI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:30.364166] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VIGI.txt
[2025-12-11T20:35:30.364320] [INFO ] [sig       ] [3394/3605] Completed VIGI in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:30.364357] [INFO ] [sig       ] [3395/3605] Forecasting VINP...
[2025-12-11T20:35:30.364388] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-11T20:35:30.364417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-11T20:35:30.375942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-11T20:35:30.376263] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-11T20:35:30.377038] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-11T20:35:30.377089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:30.377120] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:30.377146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:30.377200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:30.433376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:30.434191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:30.434270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:30.434301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:30.547039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:30.547181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:30.547233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:30.547278] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:30.550596] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-11T20:35:30.550856] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-11T20:35:30.550976] [INFO ] [sig       ] VINP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:30.688584] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VINP.txt
[2025-12-11T20:35:30.688704] [INFO ] [sig       ] [3395/3605] Completed VINP in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-11T20:35:30.688746] [INFO ] [sig       ] [3396/3605] Forecasting VIPS...
[2025-12-11T20:35:30.688774] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-11T20:35:30.688809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-11T20:35:30.700665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-11T20:35:30.700976] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-11T20:35:30.701752] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-11T20:35:30.701801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:30.701857] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:30.701884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:30.701938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:30.759812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:30.760673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:30.760753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:30.760784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:30.884684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:30.884810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:30.884849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:30.884876] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:30.888128] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-11T20:35:30.888391] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-11T20:35:30.888508] [INFO ] [sig       ] VIPS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:31.025653] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VIPS.txt
[2025-12-11T20:35:31.025768] [INFO ] [sig       ] [3396/3605] Completed VIPS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-11T20:35:31.025806] [INFO ] [sig       ] [3397/3605] Forecasting VIRC...
[2025-12-11T20:35:31.025834] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-11T20:35:31.025861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-11T20:35:31.037614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-11T20:35:31.037956] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-11T20:35:31.038733] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-11T20:35:31.038783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:31.038813] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:31.038839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:31.038906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:31.095693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:31.096354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:31.096435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:31.096467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:31.214593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:31.214746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:31.214785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:31.214812] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:31.218062] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-11T20:35:31.218345] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-11T20:35:31.218461] [INFO ] [sig       ] VIRC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:31.353894] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VIRC.txt
[2025-12-11T20:35:31.354014] [INFO ] [sig       ] [3397/3605] Completed VIRC in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-11T20:35:31.354052] [INFO ] [sig       ] [3398/3605] Forecasting VITL...
[2025-12-11T20:35:31.354080] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-11T20:35:31.354109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-11T20:35:31.365150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-11T20:35:31.365402] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-11T20:35:31.366144] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-11T20:35:31.366194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:31.366225] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:31.366251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:31.366307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:31.423212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:31.424080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:31.424164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:31.424196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:31.556340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:31.556491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:31.556532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:31.556559] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:31.559862] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-11T20:35:31.560123] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-11T20:35:31.560267] [INFO ] [sig       ] VITL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:31.700230] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VITL.txt
[2025-12-11T20:35:31.700392] [INFO ] [sig       ] [3398/3605] Completed VITL in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-11T20:35:31.700432] [INFO ] [sig       ] [3399/3605] Forecasting VKQ...
[2025-12-11T20:35:31.700461] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-11T20:35:31.700491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-11T20:35:31.712634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-11T20:35:31.712905] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-11T20:35:31.713688] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-11T20:35:31.713750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:31.713781] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:31.713807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:31.713861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:31.769359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:31.770001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:31.770079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:31.770110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:31.889550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:31.889714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:31.889753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:31.889812] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:31.893092] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=85.10%)
[2025-12-11T20:35:31.893356] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-11T20:35:31.893470] [INFO ] [sig       ] VKQ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:32.030829] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VKQ.txt
[2025-12-11T20:35:32.030951] [INFO ] [sig       ] [3399/3605] Completed VKQ in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-11T20:35:32.030987] [INFO ] [sig       ] [3400/3605] Forecasting VKTX...
[2025-12-11T20:35:32.031016] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-11T20:35:32.031045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-11T20:35:32.041596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-11T20:35:32.041871] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-11T20:35:32.042636] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-11T20:35:32.042688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:32.042719] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:32.042746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:32.042800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:32.099055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:32.099688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:32.099766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:32.099796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:32.218862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:32.218983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:32.219021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:32.219049] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:32.222400] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-12-11T20:35:32.222681] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-11T20:35:32.222802] [INFO ] [sig       ] VKTX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:32.364337] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VKTX.txt
[2025-12-11T20:35:32.364464] [INFO ] [sig       ] [3400/3605] Completed VKTX in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-11T20:35:32.364502] [INFO ] [sig       ] [3401/3605] Forecasting VLGEA...
[2025-12-11T20:35:32.364530] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-11T20:35:32.364559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-11T20:35:32.374830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-11T20:35:32.375102] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-11T20:35:32.375872] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-11T20:35:32.375923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:32.375954] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:32.375980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:32.376035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:32.432157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:32.432815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:32.432890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:32.432921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:32.554770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:32.554914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:32.554952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:32.554979] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:32.558307] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-11T20:35:32.558592] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-11T20:35:32.558711] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:32.698313] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VLGEA.txt
[2025-12-11T20:35:32.698459] [INFO ] [sig       ] [3401/3605] Completed VLGEA in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-11T20:35:32.698497] [INFO ] [sig       ] [3402/3605] Forecasting VLN...
[2025-12-11T20:35:32.698526] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-11T20:35:32.698556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-11T20:35:32.709221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-11T20:35:32.709483] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-11T20:35:32.710235] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-11T20:35:32.710284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:32.710315] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:32.710341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:32.710395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:32.769503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:32.770182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:32.770257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:32.770288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:32.885923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:32.886072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:32.886111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:32.886138] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:32.889419] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-11T20:35:32.889698] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-11T20:35:32.889815] [INFO ] [sig       ] VLN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:33.025479] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VLN.txt
[2025-12-11T20:35:33.025633] [INFO ] [sig       ] [3402/3605] Completed VLN in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-11T20:35:33.025673] [INFO ] [sig       ] [3403/3605] Forecasting VLO...
[2025-12-11T20:35:33.025701] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-11T20:35:33.025729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-11T20:35:33.037737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-11T20:35:33.038032] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-11T20:35:33.038794] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-11T20:35:33.038848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:33.038880] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:33.038906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:33.038961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:33.095787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:33.096469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:33.096549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:33.096600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:33.219331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:33.219479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:33.219518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:33.219546] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:33.222782] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=48.12%)
[2025-12-11T20:35:33.223041] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-11T20:35:33.223154] [INFO ] [sig       ] VLO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:33.360929] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VLO.txt
[2025-12-11T20:35:33.361064] [INFO ] [sig       ] [3403/3605] Completed VLO in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:33.361102] [INFO ] [sig       ] [3404/3605] Forecasting VLRS...
[2025-12-11T20:35:33.361130] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-11T20:35:33.361158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-11T20:35:33.372086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-11T20:35:33.372358] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-11T20:35:33.373111] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-11T20:35:33.373160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:33.373200] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:33.373226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:33.373281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:33.429126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:33.429783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:33.429859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:33.429891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:33.545376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:33.545522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:33.545562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:33.545607] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:33.548880] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2025-12-11T20:35:33.549154] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-11T20:35:33.549269] [INFO ] [sig       ] VLRS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:33.736366] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VLRS.txt
[2025-12-11T20:35:33.736503] [INFO ] [sig       ] [3404/3605] Completed VLRS in 0.4s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:33.736540] [INFO ] [sig       ] [3405/3605] Forecasting VLTO...
[2025-12-11T20:35:33.736584] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-11T20:35:33.736617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-11T20:35:33.747908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-11T20:35:33.748183] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-11T20:35:33.748942] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-11T20:35:33.748992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:33.749023] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:33.749049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:33.749104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:33.805043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:33.805644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:33.805717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:33.805749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:33.928644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:33.928771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:33.928808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:33.928835] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:33.932178] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=32.61%)
[2025-12-11T20:35:33.932444] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-11T20:35:33.932561] [INFO ] [sig       ] VLTO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:34.071211] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VLTO.txt
[2025-12-11T20:35:34.071320] [INFO ] [sig       ] [3405/3605] Completed VLTO in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:34.071357] [INFO ] [sig       ] [3406/3605] Forecasting VLY...
[2025-12-11T20:35:34.071385] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-11T20:35:34.071413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-11T20:35:34.082476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-11T20:35:34.082784] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-11T20:35:34.083562] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-11T20:35:34.083632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:34.083664] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:34.083692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:34.083750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:34.142672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:34.143351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:34.143470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:34.143523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:34.264644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:34.264815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:34.264856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:34.264883] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:34.268171] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: UP (p=68.65%)
[2025-12-11T20:35:34.268436] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-11T20:35:34.268552] [INFO ] [sig       ] VLY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:34.421094] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VLY.txt
[2025-12-11T20:35:34.421248] [INFO ] [sig       ] [3406/3605] Completed VLY in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:34.421289] [INFO ] [sig       ] [3407/3605] Forecasting VMBS...
[2025-12-11T20:35:34.421322] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-11T20:35:34.421350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-11T20:35:34.433833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-11T20:35:34.434193] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-11T20:35:34.435214] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-11T20:35:34.435278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:34.435320] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:34.435357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:34.435438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:34.497195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:34.498085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:34.498167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:34.498200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:34.625502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:34.625673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:34.625715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:34.625743] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:34.629180] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-12-11T20:35:34.629457] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-11T20:35:34.629594] [INFO ] [sig       ] VMBS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:34.768470] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VMBS.txt
[2025-12-11T20:35:34.768633] [INFO ] [sig       ] [3407/3605] Completed VMBS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:34.768671] [INFO ] [sig       ] [3408/3605] Forecasting VMD...
[2025-12-11T20:35:34.768700] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-11T20:35:34.768728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-11T20:35:34.779719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-11T20:35:34.780003] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-11T20:35:34.780789] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-11T20:35:34.780838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:34.780868] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:34.780892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:34.780946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:34.836850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:34.837513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:34.837605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:34.837638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:34.953155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:34.953308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:34.953350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:34.953379] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:34.956727] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-11T20:35:34.956995] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-11T20:35:34.957116] [INFO ] [sig       ] VMD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:35.095134] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VMD.txt
[2025-12-11T20:35:35.095256] [INFO ] [sig       ] [3408/3605] Completed VMD in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:35.095293] [INFO ] [sig       ] [3409/3605] Forecasting VMI...
[2025-12-11T20:35:35.095322] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-11T20:35:35.095350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-11T20:35:35.106105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-11T20:35:35.106377] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-11T20:35:35.107143] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-11T20:35:35.107194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:35.107225] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:35.107252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:35.107311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:35.163848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:35.164539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:35.164641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:35.164673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:35.285411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:35.285552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:35.285607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:35.285637] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:35.288949] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-11T20:35:35.289210] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-11T20:35:35.289339] [INFO ] [sig       ] VMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:35.432378] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VMI.txt
[2025-12-11T20:35:35.432532] [INFO ] [sig       ] [3409/3605] Completed VMI in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:35.432588] [INFO ] [sig       ] [3410/3605] Forecasting VMO...
[2025-12-11T20:35:35.432628] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-11T20:35:35.432659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-11T20:35:35.443621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-11T20:35:35.443954] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-11T20:35:35.444796] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-11T20:35:35.444851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:35.444896] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:35.444925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:35.444981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:35.502044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:35.502728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:35.502806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:35.502837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:35.620160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:35.620316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:35.620356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:35.620385] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:35.623764] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-11T20:35:35.624030] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-11T20:35:35.624152] [INFO ] [sig       ] VMO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:35.762274] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VMO.txt
[2025-12-11T20:35:35.762400] [INFO ] [sig       ] [3410/3605] Completed VMO in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:35.762437] [INFO ] [sig       ] [3411/3605] Forecasting VNDA...
[2025-12-11T20:35:35.762467] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-11T20:35:35.762496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-11T20:35:35.773819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-11T20:35:35.774101] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-11T20:35:35.774877] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-11T20:35:35.774928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:35.774959] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:35.774985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:35.775040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:35.833808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:35.834448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:35.834526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:35.834559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:35.951698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:35.951847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:35.951888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:35.951917] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:35.955255] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=59.39%)
[2025-12-11T20:35:35.955521] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-11T20:35:35.955659] [INFO ] [sig       ] VNDA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:36.093078] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VNDA.txt
[2025-12-11T20:35:36.093206] [INFO ] [sig       ] [3411/3605] Completed VNDA in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:36.093243] [INFO ] [sig       ] [3412/3605] Forecasting VNO...
[2025-12-11T20:35:36.093272] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-11T20:35:36.093303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-11T20:35:36.104439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-11T20:35:36.104758] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-11T20:35:36.105531] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-11T20:35:36.105604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:36.105642] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:36.105670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:36.105726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:36.163138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:36.163872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:36.163952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:36.163985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:36.286790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:36.286937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:36.286986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:36.287021] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:36.290775] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-11T20:35:36.291039] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-11T20:35:36.291157] [INFO ] [sig       ] VNO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:36.435432] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VNO.txt
[2025-12-11T20:35:36.435563] [INFO ] [sig       ] [3412/3605] Completed VNO in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:36.435623] [INFO ] [sig       ] [3413/3605] Forecasting VNOM...
[2025-12-11T20:35:36.435654] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-11T20:35:36.435683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-11T20:35:36.446837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-11T20:35:36.447153] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-11T20:35:36.448002] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-11T20:35:36.448055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:36.448114] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:36.448148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:36.448223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:36.508078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:36.508921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:36.509003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:36.509037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:36.627799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:36.627967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:36.628007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:36.628035] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:36.631255] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-11T20:35:36.631515] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-11T20:35:36.631649] [INFO ] [sig       ] VNOM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:36.773722] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VNOM.txt
[2025-12-11T20:35:36.773858] [INFO ] [sig       ] [3413/3605] Completed VNOM in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-11T20:35:36.773904] [INFO ] [sig       ] [3414/3605] Forecasting VNQI...
[2025-12-11T20:35:36.773933] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-11T20:35:36.773962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-11T20:35:36.785108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-11T20:35:36.785404] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-11T20:35:36.786192] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-11T20:35:36.786244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:36.786277] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:36.786307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:36.786364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:36.844774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:36.845387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:36.845464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:36.845496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:36.963137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:36.963281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:36.963319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:36.963346] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:36.966593] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-12-11T20:35:36.966852] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-11T20:35:36.966969] [INFO ] [sig       ] VNQI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:37.104735] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VNQI.txt
[2025-12-11T20:35:37.104860] [INFO ] [sig       ] [3414/3605] Completed VNQI in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-11T20:35:37.104898] [INFO ] [sig       ] [3415/3605] Forecasting VOC...
[2025-12-11T20:35:37.104925] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-11T20:35:37.104954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-11T20:35:37.115631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-11T20:35:37.115903] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-11T20:35:37.116656] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-11T20:35:37.116706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:37.116738] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:37.116764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:37.116819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:37.175761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:37.176510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:37.176610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:37.176645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:37.295262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:37.295412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:37.295453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:37.295482] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:37.298872] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=42.96%)
[2025-12-11T20:35:37.299152] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-11T20:35:37.299296] [INFO ] [sig       ] VOC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:37.452691] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VOC.txt
[2025-12-11T20:35:37.452841] [INFO ] [sig       ] [3415/3605] Completed VOC in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-11T20:35:37.452883] [INFO ] [sig       ] [3416/3605] Forecasting VOD...
[2025-12-11T20:35:37.452913] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-11T20:35:37.452946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-11T20:35:37.465170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-11T20:35:37.465480] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-11T20:35:37.466277] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-11T20:35:37.466329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:37.466361] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:37.466387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:37.466444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:37.525542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:37.526380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:37.526463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:37.526496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:37.642615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:37.642775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:37.642813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:37.642878] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:37.646255] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=66.12%)
[2025-12-11T20:35:37.646589] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-11T20:35:37.646719] [INFO ] [sig       ] VOD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:37.794854] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VOD.txt
[2025-12-11T20:35:37.795000] [INFO ] [sig       ] [3416/3605] Completed VOD in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-11T20:35:37.795039] [INFO ] [sig       ] [3417/3605] Forecasting VONE...
[2025-12-11T20:35:37.795067] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-11T20:35:37.795096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-11T20:35:37.806367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-11T20:35:37.806719] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-11T20:35:37.807490] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-11T20:35:37.807540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:37.807594] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:37.807623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:37.807678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:37.864125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:37.864967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:37.865045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:37.865076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:37.985213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:37.985363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:37.985402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:37.985446] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:37.988704] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=21.39%)
[2025-12-11T20:35:37.988963] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-11T20:35:37.989081] [INFO ] [sig       ] VONE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:38.125720] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VONE.txt
[2025-12-11T20:35:38.125835] [INFO ] [sig       ] [3417/3605] Completed VONE in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-11T20:35:38.125873] [INFO ] [sig       ] [3418/3605] Forecasting VONG...
[2025-12-11T20:35:38.125901] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-11T20:35:38.125929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-11T20:35:38.136961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-11T20:35:38.137232] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-11T20:35:38.138048] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-11T20:35:38.138101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:38.138133] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:38.138160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:38.138218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:38.197490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:38.198147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:38.198224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:38.198257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:38.321062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:38.321180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:38.321215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:38.321243] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:38.324397] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=33.74%)
[2025-12-11T20:35:38.324670] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-11T20:35:38.324788] [INFO ] [sig       ] VONG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:38.462839] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VONG.txt
[2025-12-11T20:35:38.462955] [INFO ] [sig       ] [3418/3605] Completed VONG in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-11T20:35:38.462992] [INFO ] [sig       ] [3419/3605] Forecasting VOTE...
[2025-12-11T20:35:38.463020] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-11T20:35:38.463049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-11T20:35:38.474525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-11T20:35:38.474843] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-11T20:35:38.475620] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-11T20:35:38.475671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:38.475701] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:38.475727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:38.475781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:38.532308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:38.532939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:38.533028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:38.533061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:38.651634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:38.651756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:38.651793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:38.651821] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:38.655040] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-12-11T20:35:38.655304] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-11T20:35:38.655425] [INFO ] [sig       ] VOTE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:38.801120] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VOTE.txt
[2025-12-11T20:35:38.801261] [INFO ] [sig       ] [3419/3605] Completed VOTE in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-11T20:35:38.801300] [INFO ] [sig       ] [3420/3605] Forecasting VPG...
[2025-12-11T20:35:38.801329] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-11T20:35:38.801361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-11T20:35:38.812170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-11T20:35:38.812447] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-11T20:35:38.813198] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-11T20:35:38.813247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:38.813282] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:38.813308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:38.813362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:38.874039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:38.874875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:38.874958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:38.874990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:38.992412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:38.992558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:38.992615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:38.992642] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:38.995879] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-11T20:35:38.996138] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-11T20:35:38.996256] [INFO ] [sig       ] VPG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:39.138361] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VPG.txt
[2025-12-11T20:35:39.138516] [INFO ] [sig       ] [3420/3605] Completed VPG in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-11T20:35:39.138558] [INFO ] [sig       ] [3421/3605] Forecasting VPLS...
[2025-12-11T20:35:39.138608] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-11T20:35:39.138640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-11T20:35:39.149969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-11T20:35:39.150328] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-11T20:35:39.151096] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-11T20:35:39.151146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:39.151198] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:39.151226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:39.151281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:39.207941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:39.208825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:39.208912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:39.208945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:39.327129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:39.327283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:39.327322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:39.327348] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:39.331414] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-12-11T20:35:39.331787] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-11T20:35:39.331935] [INFO ] [sig       ] VPLS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:39.468161] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VPLS.txt
[2025-12-11T20:35:39.468283] [INFO ] [sig       ] [3421/3605] Completed VPLS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-11T20:35:39.468320] [INFO ] [sig       ] [3422/3605] Forecasting VRA...
[2025-12-11T20:35:39.468349] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-11T20:35:39.468377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-11T20:35:39.481000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-11T20:35:39.481378] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-11T20:35:39.482291] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-11T20:35:39.482345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:39.482380] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:39.482408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:39.482464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:39.546637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:39.547494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:39.547594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:39.547628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:39.664103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:39.664267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:39.664310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:39.664339] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:39.667809] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-11T20:35:39.668129] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-11T20:35:39.668257] [INFO ] [sig       ] VRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:39.807833] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VRA.txt
[2025-12-11T20:35:39.808005] [INFO ] [sig       ] [3422/3605] Completed VRA in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-11T20:35:39.808046] [INFO ] [sig       ] [3423/3605] Forecasting VRCA...
[2025-12-11T20:35:39.808073] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-11T20:35:39.808102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-11T20:35:39.819146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-11T20:35:39.819427] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-11T20:35:39.820223] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-11T20:35:39.820275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:39.820307] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:39.820335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:39.820396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:39.878801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:39.879626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:39.879744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:39.879780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:40.003278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:40.003437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:40.003477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:40.003504] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:40.006829] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-11T20:35:40.007098] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-11T20:35:40.007219] [INFO ] [sig       ] VRCA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:40.154489] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VRCA.txt
[2025-12-11T20:35:40.154638] [INFO ] [sig       ] [3423/3605] Completed VRCA in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-11T20:35:40.154677] [INFO ] [sig       ] [3424/3605] Forecasting VRDN...
[2025-12-11T20:35:40.154706] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-11T20:35:40.154737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-11T20:35:40.166886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-11T20:35:40.167232] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-11T20:35:40.168044] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-11T20:35:40.168095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:40.168126] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:40.168151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:40.168206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:40.224055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:40.224970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:40.225054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:40.225085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:40.363192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:40.363363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:40.363407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:40.363439] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:40.366996] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-12-11T20:35:40.367308] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-11T20:35:40.367441] [INFO ] [sig       ] VRDN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:40.506060] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VRDN.txt
[2025-12-11T20:35:40.506211] [INFO ] [sig       ] [3424/3605] Completed VRDN in 0.4s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-11T20:35:40.506250] [INFO ] [sig       ] [3425/3605] Forecasting VRE...
[2025-12-11T20:35:40.506281] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-11T20:35:40.506321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-11T20:35:40.518051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-11T20:35:40.518389] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-11T20:35:40.519196] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-11T20:35:40.519249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:40.519281] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:40.519309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:40.519366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:40.576619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:40.577422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:40.577505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:40.577537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:40.694517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:40.694697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:40.694739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:40.694768] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:40.698231] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=72.23%)
[2025-12-11T20:35:40.698507] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-11T20:35:40.698647] [INFO ] [sig       ] VRE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:40.840003] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VRE.txt
[2025-12-11T20:35:40.840166] [INFO ] [sig       ] [3425/3605] Completed VRE in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-11T20:35:40.840207] [INFO ] [sig       ] [3426/3605] Forecasting VREX...
[2025-12-11T20:35:40.840236] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-11T20:35:40.840267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-11T20:35:40.852377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-11T20:35:40.852748] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-11T20:35:40.853553] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-11T20:35:40.853627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:40.853663] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:40.853690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:40.853747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:40.911487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:40.912378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:40.912464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:40.912496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:41.029527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:41.029695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:41.029736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:41.029764] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:41.033141] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-11T20:35:41.033407] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-11T20:35:41.033530] [INFO ] [sig       ] VREX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:41.175601] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VREX.txt
[2025-12-11T20:35:41.175773] [INFO ] [sig       ] [3426/3605] Completed VREX in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-11T20:35:41.175812] [INFO ] [sig       ] [3427/3605] Forecasting VRIG...
[2025-12-11T20:35:41.175841] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-11T20:35:41.175871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-11T20:35:41.187547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-11T20:35:41.187913] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-11T20:35:41.188695] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-11T20:35:41.188746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:41.188778] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:41.188804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:41.188858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:41.244344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:41.244973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:41.245051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:41.245081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:41.336946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:41.337083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:41.337121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:41.337147] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:41.340348] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: DOWN (p=38.33%)
[2025-12-11T20:35:41.340631] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-11T20:35:41.340754] [INFO ] [sig       ] VRIG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:41.475877] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VRIG.txt
[2025-12-11T20:35:41.476010] [INFO ] [sig       ] [3427/3605] Completed VRIG in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-11T20:35:41.476047] [INFO ] [sig       ] [3428/3605] Forecasting VRNS...
[2025-12-11T20:35:41.476076] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-11T20:35:41.476104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-11T20:35:41.487520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-11T20:35:41.487831] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-11T20:35:41.488620] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-11T20:35:41.488670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:41.488701] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:41.488727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:41.488781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:41.544943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:41.545596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:41.545673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:41.545705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:41.667771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:41.667936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:41.667981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:41.668025] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:41.671340] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-11T20:35:41.671622] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-11T20:35:41.671740] [INFO ] [sig       ] VRNS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:41.808715] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VRNS.txt
[2025-12-11T20:35:41.808840] [INFO ] [sig       ] [3428/3605] Completed VRNS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-11T20:35:41.808877] [INFO ] [sig       ] [3429/3605] Forecasting VRRM...
[2025-12-11T20:35:41.808905] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-11T20:35:41.808933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-11T20:35:41.820258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-11T20:35:41.820527] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-11T20:35:41.821493] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-11T20:35:41.821543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:41.821592] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:41.821802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:41.821856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:41.878060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:41.878777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:41.878856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:41.878888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:42.000072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:42.000241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:42.000283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:42.000313] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:42.003685] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-11T20:35:42.003952] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-11T20:35:42.004074] [INFO ] [sig       ] VRRM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:42.143449] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VRRM.txt
[2025-12-11T20:35:42.143617] [INFO ] [sig       ] [3429/3605] Completed VRRM in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 59.9s
[2025-12-11T20:35:42.143658] [INFO ] [sig       ] [3430/3605] Forecasting VRSK...
[2025-12-11T20:35:42.143688] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-11T20:35:42.143716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-11T20:35:42.154907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-11T20:35:42.155213] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-11T20:35:42.156055] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-11T20:35:42.156106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:42.156166] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:42.156196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:42.156270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:42.216109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:42.217049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:42.217139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:42.217185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:42.338358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:42.338498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:42.338538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:42.338566] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:42.341958] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=30.88%)
[2025-12-11T20:35:42.342233] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-11T20:35:42.342357] [INFO ] [sig       ] VRSK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:42.485216] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VRSK.txt
[2025-12-11T20:35:42.485378] [INFO ] [sig       ] [3430/3605] Completed VRSK in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 59.5s
[2025-12-11T20:35:42.485418] [INFO ] [sig       ] [3431/3605] Forecasting VRSN...
[2025-12-11T20:35:42.485448] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-11T20:35:42.485476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-11T20:35:42.497009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-11T20:35:42.497339] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-11T20:35:42.498187] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-11T20:35:42.498240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:42.498271] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:42.498298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:42.498353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:42.556348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:42.557065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:42.557149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:42.557181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:42.680675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:42.680827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:42.680866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:42.680894] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:42.684235] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-11T20:35:42.684511] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-11T20:35:42.684654] [INFO ] [sig       ] VRSN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:42.823229] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VRSN.txt
[2025-12-11T20:35:42.823353] [INFO ] [sig       ] [3431/3605] Completed VRSN in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 59.2s
[2025-12-11T20:35:42.823390] [INFO ] [sig       ] [3432/3605] Forecasting VRTS...
[2025-12-11T20:35:42.823422] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-11T20:35:42.823451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-11T20:35:42.836092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-11T20:35:42.836495] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-11T20:35:42.837372] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-11T20:35:42.837427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:42.837460] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:42.837487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:42.837557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:42.896674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:42.897544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:42.897647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:42.897680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:43.023935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:43.024087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:43.024127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:43.024156] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:43.027471] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=55.32%)
[2025-12-11T20:35:43.027754] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-11T20:35:43.027896] [INFO ] [sig       ] VRTS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:43.164748] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VRTS.txt
[2025-12-11T20:35:43.164873] [INFO ] [sig       ] [3432/3605] Completed VRTS in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 58.8s
[2025-12-11T20:35:43.164909] [INFO ] [sig       ] [3433/3605] Forecasting VRTX...
[2025-12-11T20:35:43.164938] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-11T20:35:43.164967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-11T20:35:43.176362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-11T20:35:43.176663] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-11T20:35:43.177443] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-11T20:35:43.177499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:43.177533] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:43.177560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:43.177639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:43.234929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:43.235616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:43.235696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:43.235728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:43.356713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:43.356862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:43.356902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:43.356963] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:43.360331] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-11T20:35:43.360620] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-11T20:35:43.360742] [INFO ] [sig       ] VRTX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:43.498802] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VRTX.txt
[2025-12-11T20:35:43.498927] [INFO ] [sig       ] [3433/3605] Completed VRTX in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 58.5s
[2025-12-11T20:35:43.498965] [INFO ] [sig       ] [3434/3605] Forecasting VS...
[2025-12-11T20:35:43.498996] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-11T20:35:43.499027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-11T20:35:43.510476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-11T20:35:43.510781] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-11T20:35:43.511583] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-11T20:35:43.511650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:43.511683] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:43.511711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:43.511768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:43.570011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:43.570666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:43.570743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:43.570775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:43.683888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:43.684039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:43.684079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:43.684109] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:43.687882] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-12-11T20:35:43.688156] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-11T20:35:43.688276] [INFO ] [sig       ] VS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:43.846685] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VS.txt
[2025-12-11T20:35:43.846839] [INFO ] [sig       ] [3434/3605] Completed VS in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 58.2s
[2025-12-11T20:35:43.846879] [INFO ] [sig       ] [3435/3605] Forecasting VSCO...
[2025-12-11T20:35:43.846910] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-11T20:35:43.846940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-11T20:35:43.859859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-11T20:35:43.860253] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-11T20:35:43.861124] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-11T20:35:43.861182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:43.861217] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:43.861249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:43.861306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:43.925727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:43.926965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:43.927088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:43.927135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:44.094689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:44.094879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:44.094933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:44.094973] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:44.100368] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2025-12-11T20:35:44.100887] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-11T20:35:44.101093] [INFO ] [sig       ] VSCO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:44.317738] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VSCO.txt
[2025-12-11T20:35:44.318002] [INFO ] [sig       ] [3435/3605] Completed VSCO in 0.5s | 2.94 sym/s | Total: 19.5m | ETA: 57.8s
[2025-12-11T20:35:44.318057] [INFO ] [sig       ] [3436/3605] Forecasting VSDA...
[2025-12-11T20:35:44.318092] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-11T20:35:44.318131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-11T20:35:44.337234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-11T20:35:44.337771] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-11T20:35:44.339037] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-11T20:35:44.339105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:44.339153] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:44.339197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:44.339276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:44.422041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:44.423103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:44.423229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:44.423277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:44.567730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:44.567920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:44.567963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:44.567991] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:44.571664] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-11T20:35:44.572046] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-11T20:35:44.572216] [INFO ] [sig       ] VSDA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:44.796086] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VSDA.txt
[2025-12-11T20:35:44.796253] [INFO ] [sig       ] [3436/3605] Completed VSDA in 0.5s | 2.94 sym/s | Total: 19.5m | ETA: 57.5s
[2025-12-11T20:35:44.796295] [INFO ] [sig       ] [3437/3605] Forecasting VSEC...
[2025-12-11T20:35:44.796324] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-11T20:35:44.796354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-11T20:35:44.808960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-11T20:35:44.809365] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-11T20:35:44.810220] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-11T20:35:44.810275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:44.810308] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:44.810334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:44.810391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:44.874861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:44.876037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:44.876145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:44.876196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:45.013790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:45.013986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:45.014050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:45.014099] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:45.019355] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-12-11T20:35:45.019827] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-11T20:35:45.020021] [INFO ] [sig       ] VSEC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:45.176259] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VSEC.txt
[2025-12-11T20:35:45.176412] [INFO ] [sig       ] [3437/3605] Completed VSEC in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 57.2s
[2025-12-11T20:35:45.176453] [INFO ] [sig       ] [3438/3605] Forecasting VSH...
[2025-12-11T20:35:45.176481] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-11T20:35:45.176509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-11T20:35:45.188804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-11T20:35:45.189123] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-11T20:35:45.189904] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-11T20:35:45.189955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:45.189987] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:45.190014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:45.190069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:45.247278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:45.248104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:45.248184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:45.248216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:45.367981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:45.368140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:45.368182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:45.368210] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:45.371664] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=82.87%)
[2025-12-11T20:35:45.371944] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-11T20:35:45.372069] [INFO ] [sig       ] VSH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:45.513219] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VSH.txt
[2025-12-11T20:35:45.513353] [INFO ] [sig       ] [3438/3605] Completed VSH in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 56.8s
[2025-12-11T20:35:45.513392] [INFO ] [sig       ] [3439/3605] Forecasting VSTM...
[2025-12-11T20:35:45.513419] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-11T20:35:45.513446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-11T20:35:45.524802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-11T20:35:45.525125] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-11T20:35:45.525932] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-11T20:35:45.525982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:45.526013] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:45.526040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:45.526095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:45.582172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:45.583037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:45.583118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:45.583152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:45.711709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:45.711864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:45.711906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:45.711935] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:45.715832] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=79.87%)
[2025-12-11T20:35:45.716184] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-11T20:35:45.716340] [INFO ] [sig       ] VSTM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:45.871894] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VSTM.txt
[2025-12-11T20:35:45.872059] [INFO ] [sig       ] [3439/3605] Completed VSTM in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 56.5s
[2025-12-11T20:35:45.872118] [INFO ] [sig       ] [3440/3605] Forecasting VSTS...
[2025-12-11T20:35:45.872154] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-11T20:35:45.872185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-11T20:35:45.884480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-11T20:35:45.884851] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-11T20:35:45.885925] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-11T20:35:45.885982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:45.886016] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:45.886044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:45.886101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:45.950034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:45.950878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:45.950986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:45.951022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:46.075458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:46.075631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:46.075674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:46.075702] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:46.079149] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=63.66%)
[2025-12-11T20:35:46.079463] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-11T20:35:46.079637] [INFO ] [sig       ] VSTS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:46.218741] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VSTS.txt
[2025-12-11T20:35:46.218864] [INFO ] [sig       ] [3440/3605] Completed VSTS in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 56.1s
[2025-12-11T20:35:46.218901] [INFO ] [sig       ] [3441/3605] Forecasting VTC...
[2025-12-11T20:35:46.218929] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-11T20:35:46.218959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-11T20:35:46.231569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-11T20:35:46.232134] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-11T20:35:46.232981] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-11T20:35:46.233033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:46.233064] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:46.233091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:46.233147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:46.294594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:46.295678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:46.295761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:46.295795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:46.419751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:46.419926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:46.419969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:46.419997] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:46.423465] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-12-11T20:35:46.423802] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-11T20:35:46.423939] [INFO ] [sig       ] VTC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:46.575497] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VTC.txt
[2025-12-11T20:35:46.575670] [INFO ] [sig       ] [3441/3605] Completed VTC in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 55.8s
[2025-12-11T20:35:46.575728] [INFO ] [sig       ] [3442/3605] Forecasting VTEX...
[2025-12-11T20:35:46.575756] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-11T20:35:46.575785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-11T20:35:46.586726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-11T20:35:46.587028] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-11T20:35:46.587825] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-11T20:35:46.587901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:46.587934] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:46.587962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:46.588019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:46.647462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:46.648321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:46.648403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:46.648437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:46.760754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:46.760903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:46.760948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:46.760988] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:46.764284] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=77.83%)
[2025-12-11T20:35:46.764557] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-11T20:35:46.764696] [INFO ] [sig       ] VTEX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:46.908885] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VTEX.txt
[2025-12-11T20:35:46.909031] [INFO ] [sig       ] [3442/3605] Completed VTEX in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 55.5s
[2025-12-11T20:35:46.909070] [INFO ] [sig       ] [3443/3605] Forecasting VTGN...
[2025-12-11T20:35:46.909100] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-11T20:35:46.909130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-11T20:35:46.922957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-11T20:35:46.923331] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-11T20:35:46.924150] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-11T20:35:46.924202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:46.924234] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:46.924259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:46.924314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:46.983697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:46.984510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:46.984606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:46.984640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:47.109788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:47.109937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:47.109976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:47.110004] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:47.113284] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=84.94%)
[2025-12-11T20:35:47.113546] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-11T20:35:47.113686] [INFO ] [sig       ] VTGN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:47.253140] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VTGN.txt
[2025-12-11T20:35:47.253294] [INFO ] [sig       ] [3443/3605] Completed VTGN in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 55.1s
[2025-12-11T20:35:47.253335] [INFO ] [sig       ] [3444/3605] Forecasting VTIP...
[2025-12-11T20:35:47.253363] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-11T20:35:47.253391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-11T20:35:47.264165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-11T20:35:47.264440] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-11T20:35:47.265195] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-11T20:35:47.265246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:47.265277] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:47.265303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:47.265358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:47.321659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:47.322328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:47.322405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:47.322436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:47.440932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:47.441075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:47.441115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:47.441143] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:47.444469] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=23.82%)
[2025-12-11T20:35:47.444752] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-11T20:35:47.444869] [INFO ] [sig       ] VTIP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:47.584594] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VTIP.txt
[2025-12-11T20:35:47.584717] [INFO ] [sig       ] [3444/3605] Completed VTIP in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 54.8s
[2025-12-11T20:35:47.584754] [INFO ] [sig       ] [3445/3605] Forecasting VTLE...
[2025-12-11T20:35:47.584782] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-12-11T20:35:47.584810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-12-11T20:35:47.595937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-12-11T20:35:47.596199] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-12-11T20:35:47.596963] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-12-11T20:35:47.597031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:47.597070] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:47.597102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:47.597168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:47.656846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:47.657536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:47.657631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:47.657665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:47.783395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:47.783600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:47.783673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:47.783717] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:47.787762] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-12-11T20:35:47.788187] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-12-11T20:35:47.788341] [INFO ] [sig       ] VTLE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:47.931154] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VTLE.txt
[2025-12-11T20:35:47.931299] [INFO ] [sig       ] [3445/3605] Completed VTLE in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 54.4s
[2025-12-11T20:35:47.931338] [INFO ] [sig       ] [3446/3605] Forecasting VTMX...
[2025-12-11T20:35:47.931367] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-11T20:35:47.931396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-11T20:35:47.944451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-11T20:35:47.944938] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-11T20:35:47.945953] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-11T20:35:47.946017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:47.946060] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:47.946098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:47.946173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:48.017731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:48.018603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:48.018685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:48.018718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:48.140295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:48.140450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:48.140492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:48.140523] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:48.144088] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=49.62%)
[2025-12-11T20:35:48.144386] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-11T20:35:48.144512] [INFO ] [sig       ] VTMX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:48.288026] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VTMX.txt
[2025-12-11T20:35:48.288201] [INFO ] [sig       ] [3446/3605] Completed VTMX in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 54.1s
[2025-12-11T20:35:48.288255] [INFO ] [sig       ] [3447/3605] Forecasting VTN...
[2025-12-11T20:35:48.288293] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-11T20:35:48.288332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-11T20:35:48.300658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-11T20:35:48.301042] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-11T20:35:48.301849] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-11T20:35:48.301902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:48.301964] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:48.301992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:48.302048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:48.359880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:48.360734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:48.360815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:48.360849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:48.474064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:48.474218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:48.474258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:48.474287] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:48.477684] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-11T20:35:48.477991] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-11T20:35:48.478121] [INFO ] [sig       ] VTN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:48.618972] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VTN.txt
[2025-12-11T20:35:48.619108] [INFO ] [sig       ] [3447/3605] Completed VTN in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 53.8s
[2025-12-11T20:35:48.619147] [INFO ] [sig       ] [3448/3605] Forecasting VTOL...
[2025-12-11T20:35:48.619175] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-11T20:35:48.619203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-11T20:35:48.631148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-11T20:35:48.631542] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-11T20:35:48.632369] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-11T20:35:48.632422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:48.632453] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:48.632477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:48.632533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:48.691793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:48.692705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:48.692788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:48.692821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:48.810368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:48.810511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:48.810552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:48.810607] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:48.813976] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=37.65%)
[2025-12-11T20:35:48.814248] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-11T20:35:48.814368] [INFO ] [sig       ] VTOL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:48.960179] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VTOL.txt
[2025-12-11T20:35:48.960314] [INFO ] [sig       ] [3448/3605] Completed VTOL in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 53.4s
[2025-12-11T20:35:48.960357] [INFO ] [sig       ] [3449/3605] Forecasting VTRS...
[2025-12-11T20:35:48.960388] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-11T20:35:48.960417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-11T20:35:48.970801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-11T20:35:48.971106] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-11T20:35:48.971876] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-11T20:35:48.971926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:48.971957] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:48.971983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:48.972038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:49.038205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:49.039256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:49.039349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:49.039386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:49.163063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:49.163213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:49.163252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:49.163278] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:49.166530] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=83.36%)
[2025-12-11T20:35:49.166813] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-11T20:35:49.166929] [INFO ] [sig       ] VTRS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:49.330506] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VTRS.txt
[2025-12-11T20:35:49.330709] [INFO ] [sig       ] [3449/3605] Completed VTRS in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 53.1s
[2025-12-11T20:35:49.330755] [INFO ] [sig       ] [3450/3605] Forecasting VTS...
[2025-12-11T20:35:49.330788] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-11T20:35:49.330825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-11T20:35:49.345949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-11T20:35:49.346386] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-11T20:35:49.347457] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-11T20:35:49.347522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:49.347563] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:49.347625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:49.347704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:49.408750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:49.410038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:49.410119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:49.410151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:49.526224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:49.526375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:49.526414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:49.526476] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:49.529817] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-12-11T20:35:49.530102] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-11T20:35:49.530224] [INFO ] [sig       ] VTS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:49.671011] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VTS.txt
[2025-12-11T20:35:49.671136] [INFO ] [sig       ] [3450/3605] Completed VTS in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 52.7s
[2025-12-11T20:35:49.671173] [INFO ] [sig       ] [3451/3605] Forecasting VTSI...
[2025-12-11T20:35:49.671202] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-11T20:35:49.671231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-11T20:35:49.683480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-11T20:35:49.683887] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-11T20:35:49.684816] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-11T20:35:49.684870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:49.684900] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:49.684926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:49.684982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:49.741932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:49.742861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:49.742946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:49.742977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:49.861233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:49.861393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:49.861432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:49.861458] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:49.864804] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-12-11T20:35:49.865075] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-11T20:35:49.865194] [INFO ] [sig       ] VTSI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:50.004298] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VTSI.txt
[2025-12-11T20:35:50.004456] [INFO ] [sig       ] [3451/3605] Completed VTSI in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 52.4s
[2025-12-11T20:35:50.004496] [INFO ] [sig       ] [3452/3605] Forecasting VTWG...
[2025-12-11T20:35:50.004524] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-11T20:35:50.004553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-11T20:35:50.015826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-11T20:35:50.016157] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-11T20:35:50.016960] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-11T20:35:50.017011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:50.017044] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:50.017072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:50.017129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:50.076542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:50.077407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:50.077488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:50.077520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:50.204393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:50.204541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:50.204615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:50.204649] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:50.208026] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: UP (p=80.73%)
[2025-12-11T20:35:50.208295] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-11T20:35:50.208417] [INFO ] [sig       ] VTWG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:50.350257] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VTWG.txt
[2025-12-11T20:35:50.350388] [INFO ] [sig       ] [3452/3605] Completed VTWG in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 52.1s
[2025-12-11T20:35:50.350425] [INFO ] [sig       ] [3453/3605] Forecasting VTWO...
[2025-12-11T20:35:50.350454] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-11T20:35:50.350483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-11T20:35:50.362059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-11T20:35:50.362399] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-11T20:35:50.363182] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-11T20:35:50.363234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:50.363266] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:50.363293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:50.363349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:50.421066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:50.421754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:50.421834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:50.421866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:50.542376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:50.542531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:50.542594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:50.542627] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:50.546050] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=30.28%)
[2025-12-11T20:35:50.546326] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-11T20:35:50.546451] [INFO ] [sig       ] VTWO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:50.687550] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VTWO.txt
[2025-12-11T20:35:50.687723] [INFO ] [sig       ] [3453/3605] Completed VTWO in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 51.7s
[2025-12-11T20:35:50.687762] [INFO ] [sig       ] [3454/3605] Forecasting VTYX...
[2025-12-11T20:35:50.687789] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-11T20:35:50.687818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-11T20:35:50.698847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-11T20:35:50.699127] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-11T20:35:50.699971] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-11T20:35:50.700022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:50.700055] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:50.700083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:50.700140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:50.758369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:50.759038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:50.759115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:50.759148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:50.883957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:50.884110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:50.884149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:50.884178] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:50.887479] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2025-12-11T20:35:50.887762] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-11T20:35:50.887911] [INFO ] [sig       ] VTYX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:51.026800] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VTYX.txt
[2025-12-11T20:35:51.026915] [INFO ] [sig       ] [3454/3605] Completed VTYX in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 51.4s
[2025-12-11T20:35:51.026952] [INFO ] [sig       ] [3455/3605] Forecasting VUZI...
[2025-12-11T20:35:51.026980] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-11T20:35:51.027008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-11T20:35:51.038258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-11T20:35:51.038545] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-11T20:35:51.039324] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-11T20:35:51.039376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:51.039409] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:51.039436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:51.039492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:51.097596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:51.098475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:51.098566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:51.098627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:51.218923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:51.219070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:51.219108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:51.219137] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:51.222496] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-11T20:35:51.222780] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-11T20:35:51.222901] [INFO ] [sig       ] VUZI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:51.363108] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VUZI.txt
[2025-12-11T20:35:51.363236] [INFO ] [sig       ] [3455/3605] Completed VUZI in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 51.0s
[2025-12-11T20:35:51.363275] [INFO ] [sig       ] [3456/3605] Forecasting VVOS...
[2025-12-11T20:35:51.363303] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-11T20:35:51.363331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-11T20:35:51.374156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-11T20:35:51.374443] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-11T20:35:51.375274] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-11T20:35:51.375328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:51.375370] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:51.375399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:51.375456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:51.436984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:51.437860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:51.437943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:51.437976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:51.558393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:51.558551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:51.558615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:51.558654] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:51.562113] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-11T20:35:51.562395] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-11T20:35:51.562523] [INFO ] [sig       ] VVOS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:51.704798] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VVOS.txt
[2025-12-11T20:35:51.704920] [INFO ] [sig       ] [3456/3605] Completed VVOS in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 50.7s
[2025-12-11T20:35:51.704958] [INFO ] [sig       ] [3457/3605] Forecasting VVX...
[2025-12-11T20:35:51.704986] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-11T20:35:51.705015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-11T20:35:51.716995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-11T20:35:51.717264] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-11T20:35:51.718112] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-11T20:35:51.718164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:51.718196] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:51.718223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:51.718280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:51.776070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:51.776726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:51.776831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:51.776865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:51.899799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:51.899945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:51.899985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:51.900020] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:51.903346] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-11T20:35:51.903632] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-11T20:35:51.903756] [INFO ] [sig       ] VVX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:52.044053] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VVX.txt
[2025-12-11T20:35:52.044172] [INFO ] [sig       ] [3457/3605] Completed VVX in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 50.4s
[2025-12-11T20:35:52.044210] [INFO ] [sig       ] [3458/3605] Forecasting VWOB...
[2025-12-11T20:35:52.044239] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-11T20:35:52.044268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-11T20:35:52.055541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-11T20:35:52.055900] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-11T20:35:52.056674] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-11T20:35:52.056724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:52.056755] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:52.056781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:52.056837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:52.113089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:52.113697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:52.113771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:52.113802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:52.241823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:52.241948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:52.241986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:52.242015] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:52.245418] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-11T20:35:52.245722] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-11T20:35:52.245844] [INFO ] [sig       ] VWOB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:52.390275] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/VWOB.txt
[2025-12-11T20:35:52.390424] [INFO ] [sig       ] [3458/3605] Completed VWOB in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 50.0s
[2025-12-11T20:35:52.390465] [INFO ] [sig       ] [3459/3605] Forecasting VXUS...
[2025-12-11T20:35:52.390494] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-11T20:35:52.390531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-11T20:35:52.402072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-11T20:35:52.402459] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-11T20:35:52.403323] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-11T20:35:52.403376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:52.403409] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:52.403436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:52.403492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:52.461830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:52.462824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:52.462905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:52.462938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:52.587512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:52.587671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:52.587712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:52.587745] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:52.591131] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-11T20:35:52.591397] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-11T20:35:52.591519] [INFO ] [sig       ] VXUS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:52.730123] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VXUS.txt
[2025-12-11T20:35:52.730236] [INFO ] [sig       ] [3459/3605] Completed VXUS in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 49.7s
[2025-12-11T20:35:52.730279] [INFO ] [sig       ] [3460/3605] Forecasting VYMI...
[2025-12-11T20:35:52.730308] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-11T20:35:52.730337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-11T20:35:52.741427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-11T20:35:52.741723] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-11T20:35:52.742454] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-11T20:35:52.742504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:52.742536] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:52.742561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:52.742642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:52.799833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:52.800446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:52.800524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:52.800560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:52.916717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:52.916859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:52.916897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:52.916927] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:52.920346] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-11T20:35:52.920636] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-11T20:35:52.920776] [INFO ] [sig       ] VYMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:53.057907] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VYMI.txt
[2025-12-11T20:35:53.058090] [INFO ] [sig       ] [3460/3605] Completed VYMI in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 49.3s
[2025-12-11T20:35:53.058147] [INFO ] [sig       ] [3461/3605] Forecasting VYX...
[2025-12-11T20:35:53.058187] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-11T20:35:53.058227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-11T20:35:53.069265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-11T20:35:53.069540] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-11T20:35:53.070317] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-11T20:35:53.070368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:53.070401] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:53.070428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:53.070485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:53.131143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:53.131918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:53.131999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:53.132031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:53.253073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:53.253223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:53.253263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:53.253292] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:53.256693] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=88.48%)
[2025-12-11T20:35:53.256973] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-11T20:35:53.257139] [INFO ] [sig       ] VYX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:53.395203] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VYX.txt
[2025-12-11T20:35:53.395349] [INFO ] [sig       ] [3461/3605] Completed VYX in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 49.0s
[2025-12-11T20:35:53.395388] [INFO ] [sig       ] [3462/3605] Forecasting VZ...
[2025-12-11T20:35:53.395416] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-11T20:35:53.395445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-11T20:35:53.406874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-11T20:35:53.407254] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-11T20:35:53.408072] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-11T20:35:53.408123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:53.408154] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:53.408179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:53.408234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:53.464829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:53.465560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:53.465653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:53.465684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:53.584974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:53.585094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:53.585131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:53.585157] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:53.588381] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-11T20:35:53.588666] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-11T20:35:53.588782] [INFO ] [sig       ] VZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:53.726177] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/VZ.txt
[2025-12-11T20:35:53.726293] [INFO ] [sig       ] [3462/3605] Completed VZ in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 48.6s
[2025-12-11T20:35:53.726331] [INFO ] [sig       ] [3463/3605] Forecasting WAB...
[2025-12-11T20:35:53.726359] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-11T20:35:53.726387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-11T20:35:53.737657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-11T20:35:53.738001] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-11T20:35:53.738781] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-11T20:35:53.738840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:53.738872] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:53.738897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:53.738952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:53.794708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:53.795312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:53.795389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:53.795421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:53.915124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:53.915267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:53.915311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:53.915356] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:53.918750] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=64.14%)
[2025-12-11T20:35:53.919020] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-11T20:35:53.919137] [INFO ] [sig       ] WAB: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:54.056260] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WAB.txt
[2025-12-11T20:35:54.056410] [INFO ] [sig       ] [3463/3605] Completed WAB in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 48.3s
[2025-12-11T20:35:54.056449] [INFO ] [sig       ] [3464/3605] Forecasting WABC...
[2025-12-11T20:35:54.056478] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-11T20:35:54.056507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-11T20:35:54.068065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-11T20:35:54.068418] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-11T20:35:54.069224] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-11T20:35:54.069276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:54.069342] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:54.069381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:54.069462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:54.126733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:54.127525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:54.127626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:54.127660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:54.242892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:54.243041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:54.243080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:54.243107] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:54.246669] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-11T20:35:54.247168] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-11T20:35:54.247303] [INFO ] [sig       ] WABC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:54.388986] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WABC.txt
[2025-12-11T20:35:54.389111] [INFO ] [sig       ] [3464/3605] Completed WABC in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 48.0s
[2025-12-11T20:35:54.389147] [INFO ] [sig       ] [3465/3605] Forecasting WAFD...
[2025-12-11T20:35:54.389177] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-11T20:35:54.389206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-11T20:35:54.399888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-11T20:35:54.400183] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-11T20:35:54.400949] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-11T20:35:54.400999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:54.401030] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:54.401056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:54.401110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:54.458802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:54.459835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:54.459914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:54.459964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:54.577527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:54.577670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:54.577708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:54.577736] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:54.581330] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-12-11T20:35:54.581606] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-11T20:35:54.581725] [INFO ] [sig       ] WAFD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:54.728591] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WAFD.txt
[2025-12-11T20:35:54.728728] [INFO ] [sig       ] [3465/3605] Completed WAFD in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 47.6s
[2025-12-11T20:35:54.728765] [INFO ] [sig       ] [3466/3605] Forecasting WAFDP...
[2025-12-11T20:35:54.728793] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-11T20:35:54.728827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-11T20:35:54.740040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-11T20:35:54.740339] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-11T20:35:54.741106] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-11T20:35:54.741155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:54.741186] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:54.741213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:54.741268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:54.798986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:54.799674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:54.799754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:54.799786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:54.907016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:54.907159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:54.907198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:54.907225] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:54.910483] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-12-11T20:35:54.910770] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-11T20:35:54.910892] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:55.048561] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WAFDP.txt
[2025-12-11T20:35:55.048728] [INFO ] [sig       ] [3466/3605] Completed WAFDP in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 47.3s
[2025-12-11T20:35:55.048766] [INFO ] [sig       ] [3467/3605] Forecasting WAL...
[2025-12-11T20:35:55.048797] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-11T20:35:55.048830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-11T20:35:55.060250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-11T20:35:55.060608] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-11T20:35:55.061376] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-11T20:35:55.061427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:55.061459] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:55.061496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:55.061553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:55.117979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:55.118676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:55.118753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:55.118785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:55.237656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:55.237803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:55.237854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:55.237921] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:55.241343] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=47.67%)
[2025-12-11T20:35:55.241626] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-11T20:35:55.241748] [INFO ] [sig       ] WAL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:55.381756] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WAL.txt
[2025-12-11T20:35:55.381917] [INFO ] [sig       ] [3467/3605] Completed WAL in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 46.9s
[2025-12-11T20:35:55.381958] [INFO ] [sig       ] [3468/3605] Forecasting WALD...
[2025-12-11T20:35:55.381985] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-11T20:35:55.382014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-11T20:35:55.397235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-11T20:35:55.397701] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-11T20:35:55.398690] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-11T20:35:55.398750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:55.398787] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:55.398824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:55.398899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:55.462064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:55.462971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:55.463054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:55.463087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:55.586953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:55.587131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:55.587187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:55.587219] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:55.590778] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-12-11T20:35:55.591070] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-11T20:35:55.591209] [INFO ] [sig       ] WALD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:55.729342] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WALD.txt
[2025-12-11T20:35:55.729474] [INFO ] [sig       ] [3468/3605] Completed WALD in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 46.6s
[2025-12-11T20:35:55.729512] [INFO ] [sig       ] [3469/3605] Forecasting WASH...
[2025-12-11T20:35:55.729541] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-11T20:35:55.729586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-11T20:35:55.741682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-11T20:35:55.742085] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-11T20:35:55.742930] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-11T20:35:55.742981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:55.743011] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:55.743037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:55.743095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:55.798466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:55.799221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:55.799301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:55.799332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:55.917196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:55.917344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:55.917383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:55.917412] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:55.920754] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-11T20:35:55.921025] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-11T20:35:55.921147] [INFO ] [sig       ] WASH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:56.058103] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WASH.txt
[2025-12-11T20:35:56.058237] [INFO ] [sig       ] [3469/3605] Completed WASH in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 46.3s
[2025-12-11T20:35:56.058274] [INFO ] [sig       ] [3470/3605] Forecasting WAVE...
[2025-12-11T20:35:56.058304] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-11T20:35:56.058333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-11T20:35:56.069709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-11T20:35:56.070032] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-11T20:35:56.070794] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-11T20:35:56.070844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:56.070874] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:56.070900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:56.070954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:56.126509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:56.127213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:56.127288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:56.127320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:56.235925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:56.236071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:56.236110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:56.236137] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:56.239788] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-11T20:35:56.240046] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-11T20:35:56.240162] [INFO ] [sig       ] WAVE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:56.376322] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WAVE.txt
[2025-12-11T20:35:56.376460] [INFO ] [sig       ] [3470/3605] Completed WAVE in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 45.9s
[2025-12-11T20:35:56.376498] [INFO ] [sig       ] [3471/3605] Forecasting WAY...
[2025-12-11T20:35:56.376527] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-11T20:35:56.376564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-11T20:35:56.388140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-11T20:35:56.388501] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-11T20:35:56.389280] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-11T20:35:56.389330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:56.389361] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:56.389387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:56.389442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:56.444807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:56.445593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:56.445669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:56.445701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:56.565737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:56.565885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:56.565924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:56.565952] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:56.569230] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-12-11T20:35:56.569495] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-11T20:35:56.569634] [INFO ] [sig       ] WAY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:56.709428] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WAY.txt
[2025-12-11T20:35:56.709608] [INFO ] [sig       ] [3471/3605] Completed WAY in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 45.6s
[2025-12-11T20:35:56.709656] [INFO ] [sig       ] [3472/3605] Forecasting WB...
[2025-12-11T20:35:56.709685] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-11T20:35:56.709714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-11T20:35:56.721096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-11T20:35:56.721447] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-11T20:35:56.722223] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-11T20:35:56.722273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:56.722304] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:56.722330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:56.722385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:56.778249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:56.779134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:56.779214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:56.779246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:56.901705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:56.901865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:56.901905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:56.901933] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:56.905300] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2025-12-11T20:35:56.905609] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-11T20:35:56.905739] [INFO ] [sig       ] WB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:57.051676] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WB.txt
[2025-12-11T20:35:57.051840] [INFO ] [sig       ] [3472/3605] Completed WB in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 45.2s
[2025-12-11T20:35:57.051883] [INFO ] [sig       ] [3473/3605] Forecasting WBD...
[2025-12-11T20:35:57.051913] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-11T20:35:57.051944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-11T20:35:57.064286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-11T20:35:57.064701] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-11T20:35:57.065533] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-11T20:35:57.065628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:57.065671] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:57.065702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:57.065759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:57.128098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:57.129013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:57.129109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:57.129146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:57.258141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:57.258296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:57.258337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:57.258365] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:57.261887] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-12-11T20:35:57.262177] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-11T20:35:57.262303] [INFO ] [sig       ] WBD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:57.410264] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WBD.txt
[2025-12-11T20:35:57.410416] [INFO ] [sig       ] [3473/3605] Completed WBD in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 44.9s
[2025-12-11T20:35:57.410454] [INFO ] [sig       ] [3474/3605] Forecasting WBIY...
[2025-12-11T20:35:57.410484] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-11T20:35:57.410513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-11T20:35:57.421181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-11T20:35:57.421554] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-11T20:35:57.422768] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-11T20:35:57.422836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:57.422883] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:57.422928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:57.423013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:57.489055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:57.490100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:57.490230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:57.490264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:57.583776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:57.583941] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:35:57.583983] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:57.584010] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:57.587362] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-11T20:35:57.587703] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-11T20:35:57.587834] [INFO ] [sig       ] WBIY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:57.725743] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WBIY.txt
[2025-12-11T20:35:57.725882] [INFO ] [sig       ] [3474/3605] Completed WBIY in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 44.6s
[2025-12-11T20:35:57.725920] [INFO ] [sig       ] [3475/3605] Forecasting WBS...
[2025-12-11T20:35:57.725950] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-11T20:35:57.725979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-11T20:35:57.737429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-11T20:35:57.737779] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-11T20:35:57.738559] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-11T20:35:57.738628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:57.738659] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:57.738685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:57.738739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:57.794802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:57.795655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:57.795737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:57.795771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:57.915963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:57.916120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:57.916161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:57.916188] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:57.919618] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-12-11T20:35:57.919924] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-11T20:35:57.920056] [INFO ] [sig       ] WBS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:58.059173] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WBS.txt
[2025-12-11T20:35:58.059316] [INFO ] [sig       ] [3475/3605] Completed WBS in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 44.2s
[2025-12-11T20:35:58.059355] [INFO ] [sig       ] [3476/3605] Forecasting WBTN...
[2025-12-11T20:35:58.059385] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-11T20:35:58.059414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-11T20:35:58.071500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-11T20:35:58.071913] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-11T20:35:58.072720] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-11T20:35:58.072772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:58.072813] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:58.072843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:58.072898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:58.129775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:58.130692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:58.130775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:58.130810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:58.262044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:58.262228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:58.262276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:58.262305] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:58.266156] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-11T20:35:58.266490] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-11T20:35:58.266651] [INFO ] [sig       ] WBTN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:35:58.417215] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WBTN.txt
[2025-12-11T20:35:58.417402] [INFO ] [sig       ] [3476/3605] Completed WBTN in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 43.9s
[2025-12-11T20:35:58.417463] [INFO ] [sig       ] [3477/3605] Forecasting WBX...
[2025-12-11T20:35:58.417506] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-11T20:35:58.417538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-11T20:35:58.429973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-11T20:35:58.430298] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-11T20:35:58.431076] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-11T20:35:58.431126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:58.431158] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:58.431184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:58.431238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:58.487630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:58.488342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:58.488418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:58.488450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:58.607732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:58.607909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:58.607948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:58.607976] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:58.611306] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2025-12-11T20:35:58.611615] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-11T20:35:58.611755] [INFO ] [sig       ] WBX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:58.757949] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WBX.txt
[2025-12-11T20:35:58.758132] [INFO ] [sig       ] [3477/3605] Completed WBX in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 43.5s
[2025-12-11T20:35:58.758173] [INFO ] [sig       ] [3478/3605] Forecasting WCC...
[2025-12-11T20:35:58.758203] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-11T20:35:58.758234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-11T20:35:58.769510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-11T20:35:58.769804] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-11T20:35:58.770543] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-11T20:35:58.770615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:58.770647] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:58.770674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:58.770730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:58.827228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:58.827925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:58.827999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:58.828030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:58.949543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:58.949712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:58.949753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:58.949782] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:58.953145] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=84.39%)
[2025-12-11T20:35:58.953421] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-11T20:35:58.953545] [INFO ] [sig       ] WCC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:59.090686] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WCC.txt
[2025-12-11T20:35:59.090827] [INFO ] [sig       ] [3478/3605] Completed WCC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 43.2s
[2025-12-11T20:35:59.090865] [INFO ] [sig       ] [3479/3605] Forecasting WCLD...
[2025-12-11T20:35:59.090895] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-11T20:35:59.090924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-11T20:35:59.104107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-11T20:35:59.104417] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-11T20:35:59.105177] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-11T20:35:59.105226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:59.105257] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:59.105283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:59.105337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:59.162133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:59.163008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:59.163092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:59.163125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:59.281358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:59.281514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:59.281555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:59.281601] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:59.284981] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: UP (p=64.54%)
[2025-12-11T20:35:59.285254] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-11T20:35:59.285375] [INFO ] [sig       ] WCLD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:59.422336] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WCLD.txt
[2025-12-11T20:35:59.422467] [INFO ] [sig       ] [3479/3605] Completed WCLD in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 42.9s
[2025-12-11T20:35:59.422504] [INFO ] [sig       ] [3480/3605] Forecasting WD...
[2025-12-11T20:35:59.422532] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-11T20:35:59.422561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-11T20:35:59.433938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-11T20:35:59.434231] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-11T20:35:59.435018] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-11T20:35:59.435079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:59.435112] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:59.435137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:59.435191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:59.491015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:59.491734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:59.491810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:59.491841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:59.607582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:59.607731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:59.607771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:59.607798] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:59.611148] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-12-11T20:35:59.611411] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-11T20:35:59.611529] [INFO ] [sig       ] WD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:35:59.749036] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WD.txt
[2025-12-11T20:35:59.749162] [INFO ] [sig       ] [3480/3605] Completed WD in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 42.5s
[2025-12-11T20:35:59.749201] [INFO ] [sig       ] [3481/3605] Forecasting WDAY...
[2025-12-11T20:35:59.749229] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-11T20:35:59.749257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-11T20:35:59.760568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-11T20:35:59.760899] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-11T20:35:59.761672] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-11T20:35:59.761722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:35:59.761781] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:35:59.761808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:35:59.761863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:35:59.818060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:35:59.818782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:35:59.818859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:35:59.818890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:35:59.939334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:35:59.939491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:35:59.939533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:35:59.939560] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:35:59.942993] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=61.87%)
[2025-12-11T20:35:59.943278] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-11T20:35:59.943424] [INFO ] [sig       ] WDAY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:00.100152] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WDAY.txt
[2025-12-11T20:36:00.100351] [INFO ] [sig       ] [3481/3605] Completed WDAY in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 42.2s
[2025-12-11T20:36:00.100404] [INFO ] [sig       ] [3482/3605] Forecasting WDC...
[2025-12-11T20:36:00.100447] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-11T20:36:00.100492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-11T20:36:00.113545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-11T20:36:00.113913] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-11T20:36:00.114729] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-11T20:36:00.114780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:00.114812] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:00.114839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:00.114898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:00.172994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:00.173888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:00.173971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:00.174003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:00.294894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:00.295058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:00.295098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:00.295126] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:00.298528] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-11T20:36:00.298850] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-11T20:36:00.298980] [INFO ] [sig       ] WDC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:00.441465] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WDC.txt
[2025-12-11T20:36:00.441638] [INFO ] [sig       ] [3482/3605] Completed WDC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 41.8s
[2025-12-11T20:36:00.441679] [INFO ] [sig       ] [3483/3605] Forecasting WDFC...
[2025-12-11T20:36:00.441708] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-11T20:36:00.441737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-11T20:36:00.455404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-11T20:36:00.455815] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-11T20:36:00.456607] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-11T20:36:00.456657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:00.456689] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:00.456715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:00.456769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:00.512290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:00.513047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:00.513129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:00.513160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:00.629211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:00.629363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:00.629400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:00.629427] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:00.632675] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-11T20:36:00.632942] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-11T20:36:00.633061] [INFO ] [sig       ] WDFC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:00.768794] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WDFC.txt
[2025-12-11T20:36:00.768927] [INFO ] [sig       ] [3483/3605] Completed WDFC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 41.5s
[2025-12-11T20:36:00.768975] [INFO ] [sig       ] [3484/3605] Forecasting WDH...
[2025-12-11T20:36:00.769005] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-11T20:36:00.769037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-11T20:36:00.780769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-11T20:36:00.781072] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-11T20:36:00.781837] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-11T20:36:00.781890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:00.781923] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:00.781949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:00.782004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:00.838202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:00.838900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:00.838980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:00.839011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:00.956908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:00.957062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:00.957101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:00.957159] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:00.960419] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-11T20:36:00.960712] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-11T20:36:00.960831] [INFO ] [sig       ] WDH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:01.097249] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WDH.txt
[2025-12-11T20:36:01.097380] [INFO ] [sig       ] [3484/3605] Completed WDH in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 41.2s
[2025-12-11T20:36:01.097417] [INFO ] [sig       ] [3485/3605] Forecasting WDI...
[2025-12-11T20:36:01.097446] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-11T20:36:01.097474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-11T20:36:01.108864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-11T20:36:01.109161] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-11T20:36:01.109925] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-11T20:36:01.109976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:01.110007] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:01.110033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:01.110087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:01.167071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:01.167759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:01.167837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:01.167884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:01.287141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:01.287294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:01.287334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:01.287361] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:01.290707] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=75.53%)
[2025-12-11T20:36:01.290980] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-11T20:36:01.291118] [INFO ] [sig       ] WDI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:01.428489] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WDI.txt
[2025-12-11T20:36:01.428642] [INFO ] [sig       ] [3485/3605] Completed WDI in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 40.8s
[2025-12-11T20:36:01.428682] [INFO ] [sig       ] [3486/3605] Forecasting WDS...
[2025-12-11T20:36:01.428710] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-11T20:36:01.428739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-11T20:36:01.439985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-11T20:36:01.440306] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-11T20:36:01.441074] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-11T20:36:01.441124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:01.441155] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:01.441180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:01.441235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:01.497738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:01.498520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:01.498619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:01.498653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:01.618952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:01.619105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:01.619144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:01.619171] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:01.622483] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2025-12-11T20:36:01.622764] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-11T20:36:01.622883] [INFO ] [sig       ] WDS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:01.761236] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WDS.txt
[2025-12-11T20:36:01.761379] [INFO ] [sig       ] [3486/3605] Completed WDS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 40.5s
[2025-12-11T20:36:01.761418] [INFO ] [sig       ] [3487/3605] Forecasting WEA...
[2025-12-11T20:36:01.761447] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-11T20:36:01.761475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-11T20:36:01.774127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-11T20:36:01.774495] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-11T20:36:01.775290] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-11T20:36:01.775341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:01.775372] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:01.775398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:01.775454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:01.836936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:01.838356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:01.838455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:01.838492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:01.950846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:01.951004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:01.951062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:01.951092] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:01.954811] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-11T20:36:01.955138] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-11T20:36:01.955272] [INFO ] [sig       ] WEA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:02.106498] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WEA.txt
[2025-12-11T20:36:02.106678] [INFO ] [sig       ] [3487/3605] Completed WEA in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 40.1s
[2025-12-11T20:36:02.106723] [INFO ] [sig       ] [3488/3605] Forecasting WEC...
[2025-12-11T20:36:02.106753] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-11T20:36:02.106782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-11T20:36:02.118920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-11T20:36:02.119281] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-11T20:36:02.120117] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-11T20:36:02.120171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:02.120203] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:02.120231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:02.120289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:02.181287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:02.182194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:02.182280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:02.182324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:02.316014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:02.316180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:02.316233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:02.316273] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:02.319913] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-12-11T20:36:02.320222] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-11T20:36:02.320351] [INFO ] [sig       ] WEC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:02.467627] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WEC.txt
[2025-12-11T20:36:02.467773] [INFO ] [sig       ] [3488/3605] Completed WEC in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 39.8s
[2025-12-11T20:36:02.467814] [INFO ] [sig       ] [3489/3605] Forecasting WEN...
[2025-12-11T20:36:02.467879] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-11T20:36:02.467927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-11T20:36:02.479932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-11T20:36:02.480277] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-11T20:36:02.481087] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-11T20:36:02.481138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:02.481170] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:02.481195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:02.481250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:02.541546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:02.542430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:02.542532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:02.542567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:02.672720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:02.672888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:02.672931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:02.672959] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:02.676454] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-11T20:36:02.676752] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-11T20:36:02.676880] [INFO ] [sig       ] WEN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:02.830303] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WEN.txt
[2025-12-11T20:36:02.830456] [INFO ] [sig       ] [3489/3605] Completed WEN in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 39.5s
[2025-12-11T20:36:02.830497] [INFO ] [sig       ] [3490/3605] Forecasting WERN...
[2025-12-11T20:36:02.830525] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-11T20:36:02.830556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-11T20:36:02.843604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-11T20:36:02.843943] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-11T20:36:02.844752] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-11T20:36:02.844803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:02.844835] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:02.844862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:02.844918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:02.909326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:02.910207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:02.910305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:02.910355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:03.034489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:03.034676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:03.034728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:03.034762] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:03.038835] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=19.94%)
[2025-12-11T20:36:03.039143] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-11T20:36:03.039274] [INFO ] [sig       ] WERN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:03.197418] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WERN.txt
[2025-12-11T20:36:03.197631] [INFO ] [sig       ] [3490/3605] Completed WERN in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 39.1s
[2025-12-11T20:36:03.197696] [INFO ] [sig       ] [3491/3605] Forecasting WES...
[2025-12-11T20:36:03.197740] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-11T20:36:03.197771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-11T20:36:03.212871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-11T20:36:03.213284] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-11T20:36:03.214124] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-11T20:36:03.214177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:03.214223] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:03.214253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:03.214311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:03.272781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:03.273536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:03.273664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:03.273697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:03.390499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:03.390670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:03.390710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:03.390737] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:03.394590] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-12-11T20:36:03.394856] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-11T20:36:03.394975] [INFO ] [sig       ] WES: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:03.538413] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WES.txt
[2025-12-11T20:36:03.538591] [INFO ] [sig       ] [3491/3605] Completed WES in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 38.8s
[2025-12-11T20:36:03.538631] [INFO ] [sig       ] [3492/3605] Forecasting WEX...
[2025-12-11T20:36:03.538661] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-11T20:36:03.538690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-11T20:36:03.550177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-11T20:36:03.550525] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-11T20:36:03.551312] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-11T20:36:03.551363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:03.551394] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:03.551420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:03.551475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:03.607454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:03.608291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:03.608381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:03.608413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:03.727318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:03.727472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:03.727510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:03.727539] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:03.730867] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2025-12-11T20:36:03.731132] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-11T20:36:03.731250] [INFO ] [sig       ] WEX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:03.868061] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WEX.txt
[2025-12-11T20:36:03.868184] [INFO ] [sig       ] [3492/3605] Completed WEX in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 38.4s
[2025-12-11T20:36:03.868220] [INFO ] [sig       ] [3493/3605] Forecasting WEYS...
[2025-12-11T20:36:03.868247] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-11T20:36:03.868275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-11T20:36:03.879221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-11T20:36:03.879559] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-11T20:36:03.880477] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-11T20:36:03.880528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:03.880559] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:03.880608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:03.880665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:03.939347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:03.940182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:03.940261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:03.940292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:04.044177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:04.044292] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-11T20:36:04.044328] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:04.044355] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:04.047561] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=22.88%)
[2025-12-11T20:36:04.047877] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-11T20:36:04.048003] [INFO ] [sig       ] WEYS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:04.193998] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WEYS.txt
[2025-12-11T20:36:04.194176] [INFO ] [sig       ] [3493/3605] Completed WEYS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 38.1s
[2025-12-11T20:36:04.194216] [INFO ] [sig       ] [3494/3605] Forecasting WF...
[2025-12-11T20:36:04.194248] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-11T20:36:04.194278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-11T20:36:04.206451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-11T20:36:04.206821] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-11T20:36:04.207607] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-11T20:36:04.207658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:04.207690] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:04.207715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:04.207769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:04.264391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:04.265345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:04.265433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:04.265466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:04.400036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:04.400236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:04.400283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:04.400312] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:04.404629] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=56.93%)
[2025-12-11T20:36:04.404956] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-11T20:36:04.405093] [INFO ] [sig       ] WF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:04.553852] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WF.txt
[2025-12-11T20:36:04.554060] [INFO ] [sig       ] [3494/3605] Completed WF in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 37.8s
[2025-12-11T20:36:04.554102] [INFO ] [sig       ] [3495/3605] Forecasting WFC...
[2025-12-11T20:36:04.554129] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-11T20:36:04.554167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-11T20:36:04.567816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-11T20:36:04.568318] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-11T20:36:04.569454] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-11T20:36:04.569519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:04.569564] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:04.569625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:04.569709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:04.637121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:04.638090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:04.638189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:04.638233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:04.778952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:04.779113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:04.779154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:04.779181] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:04.782667] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-11T20:36:04.782946] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-11T20:36:04.783080] [INFO ] [sig       ] WFC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:04.954835] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WFC.txt
[2025-12-11T20:36:04.955007] [INFO ] [sig       ] [3495/3605] Completed WFC in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 37.4s
[2025-12-11T20:36:04.955046] [INFO ] [sig       ] [3496/3605] Forecasting WFG...
[2025-12-11T20:36:04.955074] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-11T20:36:04.955104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-11T20:36:04.966558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-11T20:36:04.966870] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-11T20:36:04.967632] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-11T20:36:04.967682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:04.967713] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:04.967739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:04.967794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:05.024413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:05.025035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:05.025113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:05.025144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:05.145308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:05.145432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:05.145471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:05.145498] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:05.148694] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-11T20:36:05.148954] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-11T20:36:05.149074] [INFO ] [sig       ] WFG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:05.288153] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WFG.txt
[2025-12-11T20:36:05.288267] [INFO ] [sig       ] [3496/3605] Completed WFG in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 37.1s
[2025-12-11T20:36:05.288304] [INFO ] [sig       ] [3497/3605] Forecasting WFRD...
[2025-12-11T20:36:05.288333] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-11T20:36:05.288361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-11T20:36:05.304061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-11T20:36:05.304570] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-11T20:36:05.305692] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-11T20:36:05.305763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:05.305818] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:05.305865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:05.305956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:05.369466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:05.370377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:05.370470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:05.370503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:05.488879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:05.489050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:05.489110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:05.489156] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:05.492911] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-12-11T20:36:05.493269] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-11T20:36:05.493427] [INFO ] [sig       ] WFRD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:05.645142] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WFRD.txt
[2025-12-11T20:36:05.645300] [INFO ] [sig       ] [3497/3605] Completed WFRD in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 36.7s
[2025-12-11T20:36:05.645341] [INFO ] [sig       ] [3498/3605] Forecasting WGMI...
[2025-12-11T20:36:05.645372] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-11T20:36:05.645403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-11T20:36:05.661234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-11T20:36:05.661729] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-11T20:36:05.662837] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-11T20:36:05.662908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:05.662991] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:05.663028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:05.663111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:05.734208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:05.735521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:05.735621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:05.735655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:05.860649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:05.860800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:05.860838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:05.860865] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:05.864146] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: DOWN (p=32.91%)
[2025-12-11T20:36:05.864414] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-11T20:36:05.864533] [INFO ] [sig       ] WGMI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:06.022878] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WGMI.txt
[2025-12-11T20:36:06.023014] [INFO ] [sig       ] [3498/3605] Completed WGMI in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 36.4s
[2025-12-11T20:36:06.023051] [INFO ] [sig       ] [3499/3605] Forecasting WGO...
[2025-12-11T20:36:06.023079] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-11T20:36:06.023108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-11T20:36:06.034210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-11T20:36:06.034496] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-11T20:36:06.035289] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-11T20:36:06.035340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:06.035371] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:06.035397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:06.035453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:06.093765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:06.094486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:06.094568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:06.094620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:06.215191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:06.215336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:06.215376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:06.215406] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:06.218880] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=21.60%)
[2025-12-11T20:36:06.219161] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-11T20:36:06.219284] [INFO ] [sig       ] WGO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:06.360042] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WGO.txt
[2025-12-11T20:36:06.360205] [INFO ] [sig       ] [3499/3605] Completed WGO in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 36.1s
[2025-12-11T20:36:06.360242] [INFO ] [sig       ] [3500/3605] Forecasting WGS...
[2025-12-11T20:36:06.360271] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-11T20:36:06.360299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-11T20:36:06.372147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-11T20:36:06.372463] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-11T20:36:06.373255] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-11T20:36:06.373306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:06.373338] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:06.373364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:06.373419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:06.435627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:06.436497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:06.436596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:06.436632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:06.562118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:06.562464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:06.562503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:06.562530] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:06.566224] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-11T20:36:06.566490] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-11T20:36:06.566647] [INFO ] [sig       ] WGS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:06.708017] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WGS.txt
[2025-12-11T20:36:06.708170] [INFO ] [sig       ] [3500/3605] Completed WGS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 35.7s
[2025-12-11T20:36:06.708211] [INFO ] [sig       ] [3501/3605] Forecasting WH...
[2025-12-11T20:36:06.708243] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-11T20:36:06.708470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-11T20:36:06.721137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-11T20:36:06.721483] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-11T20:36:06.722291] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-11T20:36:06.722343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:06.722375] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:06.722403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:06.722459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:06.800213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:06.801623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:06.801740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:06.801789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:06.926967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:06.927127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:06.927168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:06.927225] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:06.930910] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-12-11T20:36:06.931195] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-11T20:36:06.931337] [INFO ] [sig       ] WH: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:07.088655] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WH.txt
[2025-12-11T20:36:07.088815] [INFO ] [sig       ] [3501/3605] Completed WH in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 35.4s
[2025-12-11T20:36:07.088855] [INFO ] [sig       ] [3502/3605] Forecasting WHD...
[2025-12-11T20:36:07.088887] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-11T20:36:07.088920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-11T20:36:07.101084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-11T20:36:07.101649] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-11T20:36:07.102415] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-11T20:36:07.102466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:07.102499] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:07.102525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:07.102599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:07.162448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:07.163348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:07.163432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:07.163465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:07.290947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:07.291103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:07.291145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:07.291174] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:07.294686] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-11T20:36:07.294979] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-11T20:36:07.295105] [INFO ] [sig       ] WHD: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:07.437629] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WHD.txt
[2025-12-11T20:36:07.437781] [INFO ] [sig       ] [3502/3605] Completed WHD in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 35.0s
[2025-12-11T20:36:07.437834] [INFO ] [sig       ] [3503/3605] Forecasting WHF...
[2025-12-11T20:36:07.437878] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-11T20:36:07.437908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-11T20:36:07.452982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-11T20:36:07.453691] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-11T20:36:07.455026] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-11T20:36:07.455094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:07.455141] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:07.455180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:07.455263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:07.517942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:07.518940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:07.519043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:07.519085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:07.647145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:07.647314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:07.647356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:07.647384] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:07.651104] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=58.40%)
[2025-12-11T20:36:07.651397] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-11T20:36:07.651525] [INFO ] [sig       ] WHF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:07.810436] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WHF.txt
[2025-12-11T20:36:07.810617] [INFO ] [sig       ] [3503/3605] Completed WHF in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 34.7s
[2025-12-11T20:36:07.810659] [INFO ] [sig       ] [3504/3605] Forecasting WHG...
[2025-12-11T20:36:07.810687] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-11T20:36:07.810716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-11T20:36:07.824306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-11T20:36:07.824756] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-11T20:36:07.825630] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-11T20:36:07.825701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:07.825734] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:07.825762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:07.825823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:07.886667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:07.887593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:07.887678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:07.887712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:07.992994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:07.993151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:07.993191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:07.993220] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:07.996759] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=48.43%)
[2025-12-11T20:36:07.997040] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-11T20:36:07.997168] [INFO ] [sig       ] WHG: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:08.144224] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WHG.txt
[2025-12-11T20:36:08.144591] [INFO ] [sig       ] [3504/3605] Completed WHG in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 34.4s
[2025-12-11T20:36:08.144634] [INFO ] [sig       ] [3505/3605] Forecasting WIA...
[2025-12-11T20:36:08.144662] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-11T20:36:08.144690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-11T20:36:08.157007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-11T20:36:08.157368] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-11T20:36:08.158413] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-11T20:36:08.158465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:08.158496] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:08.158522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:08.158599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:08.217372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:08.218371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:08.218461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:08.218494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:08.334458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:08.334634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:08.334678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:08.334707] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:08.338126] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-12-11T20:36:08.338420] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-11T20:36:08.338546] [INFO ] [sig       ] WIA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:08.481660] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WIA.txt
[2025-12-11T20:36:08.481813] [INFO ] [sig       ] [3505/3605] Completed WIA in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 34.0s
[2025-12-11T20:36:08.481852] [INFO ] [sig       ] [3506/3605] Forecasting WIMI...
[2025-12-11T20:36:08.481881] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-11T20:36:08.481911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-11T20:36:08.495766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-11T20:36:08.496202] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-11T20:36:08.497150] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-11T20:36:08.497216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:08.497261] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:08.497302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:08.497380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:08.563495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:08.564602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:08.564682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:08.564715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:08.684689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:08.684845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:08.684884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:08.684911] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:08.688300] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=74.22%)
[2025-12-11T20:36:08.688587] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-11T20:36:08.688710] [INFO ] [sig       ] WIMI: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:08.830162] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WIMI.txt
[2025-12-11T20:36:08.830299] [INFO ] [sig       ] [3506/3605] Completed WIMI in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 33.7s
[2025-12-11T20:36:08.830337] [INFO ] [sig       ] [3507/3605] Forecasting WINA...
[2025-12-11T20:36:08.830366] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-11T20:36:08.830395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-11T20:36:08.842026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-11T20:36:08.842343] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-11T20:36:08.843140] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-11T20:36:08.843190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:08.843220] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:08.843246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:08.843300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:08.899233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:08.900110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:08.900196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:08.900227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:09.018667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:09.018820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:09.018858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:09.018884] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:09.022293] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-11T20:36:09.022602] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-11T20:36:09.022726] [INFO ] [sig       ] WINA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:09.179977] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WINA.txt
[2025-12-11T20:36:09.180154] [INFO ] [sig       ] [3507/3605] Completed WINA in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 33.3s
[2025-12-11T20:36:09.180207] [INFO ] [sig       ] [3508/3605] Forecasting WING...
[2025-12-11T20:36:09.180236] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-11T20:36:09.180266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-11T20:36:09.192299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-11T20:36:09.192675] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-11T20:36:09.193457] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-11T20:36:09.193507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:09.193538] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:09.193564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:09.193644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:09.248617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:09.249483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:09.249621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:09.249655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:09.372638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:09.372793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:09.372833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:09.372862] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:09.376541] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-11T20:36:09.376820] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-11T20:36:09.376942] [INFO ] [sig       ] WING: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:09.517731] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WING.txt
[2025-12-11T20:36:09.517905] [INFO ] [sig       ] [3508/3605] Completed WING in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 33.0s
[2025-12-11T20:36:09.517943] [INFO ] [sig       ] [3509/3605] Forecasting WINN...
[2025-12-11T20:36:09.517973] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-11T20:36:09.518004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-11T20:36:09.529507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-11T20:36:09.529830] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-11T20:36:09.530631] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-11T20:36:09.530681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:09.530711] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:09.530736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:09.530791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:09.589549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:09.590513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:09.590649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:09.590685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:09.714114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:09.714273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:09.714313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:09.714340] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:09.717657] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-11T20:36:09.717946] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-11T20:36:09.718084] [INFO ] [sig       ] WINN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:09.865208] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WINN.txt
[2025-12-11T20:36:09.865374] [INFO ] [sig       ] [3509/3605] Completed WINN in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 32.7s
[2025-12-11T20:36:09.865414] [INFO ] [sig       ] [3510/3605] Forecasting WIX...
[2025-12-11T20:36:09.865443] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-11T20:36:09.865471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-11T20:36:09.877924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-11T20:36:09.878305] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-11T20:36:09.879155] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-11T20:36:09.879219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:09.879251] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:09.879278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:09.879334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:09.944116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:09.945200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:09.945315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:09.945355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:10.070948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:10.071105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:10.071146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:10.071175] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:10.075004] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-11T20:36:10.075299] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-11T20:36:10.075430] [INFO ] [sig       ] WIX: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:10.231617] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WIX.txt
[2025-12-11T20:36:10.231779] [INFO ] [sig       ] [3510/3605] Completed WIX in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 32.3s
[2025-12-11T20:36:10.231817] [INFO ] [sig       ] [3511/3605] Forecasting WK...
[2025-12-11T20:36:10.231846] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-11T20:36:10.231874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-11T20:36:10.243419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-11T20:36:10.243776] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-11T20:36:10.244539] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-11T20:36:10.244607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:10.244640] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:10.244665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:10.244720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:10.301504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:10.302377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:10.302462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:10.302494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:10.421894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:10.422045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:10.422125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:10.422156] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:10.425416] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=34.99%)
[2025-12-11T20:36:10.425699] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-11T20:36:10.425817] [INFO ] [sig       ] WK: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:10.571467] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WK.txt
[2025-12-11T20:36:10.571672] [INFO ] [sig       ] [3511/3605] Completed WK in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 32.0s
[2025-12-11T20:36:10.571713] [INFO ] [sig       ] [3512/3605] Forecasting WKC...
[2025-12-11T20:36:10.571744] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-11T20:36:10.571773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-11T20:36:10.584554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-11T20:36:10.584972] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-11T20:36:10.585812] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-11T20:36:10.585864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:10.585895] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:10.585920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:10.585974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:10.650305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:10.651213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:10.651300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:10.651333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:10.774888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:10.775048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:10.775087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:10.775115] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:10.778463] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-11T20:36:10.778764] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-11T20:36:10.778891] [INFO ] [sig       ] WKC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:10.924751] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WKC.txt
[2025-12-11T20:36:10.924901] [INFO ] [sig       ] [3512/3605] Completed WKC in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 31.6s
[2025-12-11T20:36:10.924939] [INFO ] [sig       ] [3513/3605] Forecasting WKEY...
[2025-12-11T20:36:10.924969] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-11T20:36:10.924998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-11T20:36:10.936228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-11T20:36:10.936631] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-11T20:36:10.937401] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-11T20:36:10.937451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:10.937481] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:10.937506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:10.937560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:11.007809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:11.008715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:11.008817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:11.008849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:11.130085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:11.130239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:11.130278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:11.130305] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:11.133811] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-12-11T20:36:11.134092] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-11T20:36:11.134220] [INFO ] [sig       ] WKEY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:11.281304] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WKEY.txt
[2025-12-11T20:36:11.281453] [INFO ] [sig       ] [3513/3605] Completed WKEY in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 31.3s
[2025-12-11T20:36:11.281490] [INFO ] [sig       ] [3514/3605] Forecasting WKSP...
[2025-12-11T20:36:11.281519] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-11T20:36:11.281548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-11T20:36:11.292894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-11T20:36:11.293222] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-11T20:36:11.294020] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-11T20:36:11.294072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:11.294105] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:11.294132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:11.294188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:11.357950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:11.358907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:11.358989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:11.359022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:11.494391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:11.494541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:11.494600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:11.494633] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:11.498175] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-11T20:36:11.498494] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-11T20:36:11.498678] [INFO ] [sig       ] WKSP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:11.646136] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WKSP.txt
[2025-12-11T20:36:11.646290] [INFO ] [sig       ] [3514/3605] Completed WKSP in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 31.0s
[2025-12-11T20:36:11.646328] [INFO ] [sig       ] [3515/3605] Forecasting WLDN...
[2025-12-11T20:36:11.646356] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-11T20:36:11.646387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-11T20:36:11.660611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-11T20:36:11.661062] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-11T20:36:11.662092] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-11T20:36:11.662160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:11.662282] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:11.662328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:11.662402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:11.735760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:11.736700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:11.736818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:11.736851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:11.859990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:11.860146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:11.860187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:11.860214] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:11.863532] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-11T20:36:11.863832] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-11T20:36:11.863958] [INFO ] [sig       ] WLDN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:12.003533] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WLDN.txt
[2025-12-11T20:36:12.003707] [INFO ] [sig       ] [3515/3605] Completed WLDN in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 30.6s
[2025-12-11T20:36:12.003760] [INFO ] [sig       ] [3516/3605] Forecasting WLDS...
[2025-12-11T20:36:12.003792] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-11T20:36:12.003821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-11T20:36:12.015227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-11T20:36:12.015649] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-11T20:36:12.016409] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-11T20:36:12.016460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:12.016490] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:12.016517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:12.016594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:12.072503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:12.073364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:12.073449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:12.073481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:12.194139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:12.194319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:12.194360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:12.194388] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:12.197711] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-11T20:36:12.197995] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-11T20:36:12.198114] [INFO ] [sig       ] WLDS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:12.341174] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WLDS.txt
[2025-12-11T20:36:12.341326] [INFO ] [sig       ] [3516/3605] Completed WLDS in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 30.3s
[2025-12-11T20:36:12.341364] [INFO ] [sig       ] [3517/3605] Forecasting WLFC...
[2025-12-11T20:36:12.341393] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-11T20:36:12.341422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-11T20:36:12.353743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-11T20:36:12.354089] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-11T20:36:12.354927] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-11T20:36:12.354981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:12.355017] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:12.355046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:12.355106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:12.413339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:12.414161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:12.414240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:12.414272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:12.531156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:12.531509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:12.531549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:12.531594] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:12.535369] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-11T20:36:12.535675] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-11T20:36:12.535805] [INFO ] [sig       ] WLFC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:12.678322] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WLFC.txt
[2025-12-11T20:36:12.678478] [INFO ] [sig       ] [3517/3605] Completed WLFC in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 29.9s
[2025-12-11T20:36:12.678520] [INFO ] [sig       ] [3518/3605] Forecasting WLK...
[2025-12-11T20:36:12.678552] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-11T20:36:12.678605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-11T20:36:12.690522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-11T20:36:12.690913] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-11T20:36:12.691769] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-11T20:36:12.691823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:12.691856] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:12.691884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:12.691941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:12.750847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:12.751777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:12.751868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:12.751904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:12.872219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:12.872373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:12.872415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:12.872477] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:12.875986] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-12-11T20:36:12.876261] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-11T20:36:12.876388] [INFO ] [sig       ] WLK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:13.026954] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WLK.txt
[2025-12-11T20:36:13.027102] [INFO ] [sig       ] [3518/3605] Completed WLK in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 29.6s
[2025-12-11T20:36:13.027140] [INFO ] [sig       ] [3519/3605] Forecasting WLKP...
[2025-12-11T20:36:13.027180] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-11T20:36:13.027212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-11T20:36:13.039329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-11T20:36:13.039747] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-11T20:36:13.040628] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-11T20:36:13.040687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:13.040721] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:13.040750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:13.040806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:13.098955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:13.100054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:13.100176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:13.100223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:13.231344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:13.231469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:13.231516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:13.231547] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:13.236157] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=52.58%)
[2025-12-11T20:36:13.236636] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-11T20:36:13.236832] [INFO ] [sig       ] WLKP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:13.408350] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WLKP.txt
[2025-12-11T20:36:13.408506] [INFO ] [sig       ] [3519/3605] Completed WLKP in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 29.3s
[2025-12-11T20:36:13.408547] [INFO ] [sig       ] [3520/3605] Forecasting WMG...
[2025-12-11T20:36:13.408597] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-11T20:36:13.408630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-11T20:36:13.421135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-11T20:36:13.421601] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-11T20:36:13.422652] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-11T20:36:13.422709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:13.422742] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:13.422769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:13.422840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:13.486606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:13.487828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:13.487940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:13.487974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:13.643197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:13.643357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:13.643398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:13.643426] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:13.646875] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-11T20:36:13.647199] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-11T20:36:13.647331] [INFO ] [sig       ] WMG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:13.789764] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WMG.txt
[2025-12-11T20:36:13.789916] [INFO ] [sig       ] [3520/3605] Completed WMG in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 28.9s
[2025-12-11T20:36:13.789954] [INFO ] [sig       ] [3521/3605] Forecasting WMK...
[2025-12-11T20:36:13.789983] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-11T20:36:13.790013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-11T20:36:13.802208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-11T20:36:13.802539] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-11T20:36:13.803301] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-11T20:36:13.803352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:13.803383] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:13.803408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:13.803463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:13.859708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:13.860564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:13.860666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:13.860697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:13.982179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:13.982332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:13.982372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:13.982398] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:13.985696] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-11T20:36:13.985961] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-11T20:36:13.986079] [INFO ] [sig       ] WMK: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:14.125027] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WMK.txt
[2025-12-11T20:36:14.125177] [INFO ] [sig       ] [3521/3605] Completed WMK in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 28.6s
[2025-12-11T20:36:14.125215] [INFO ] [sig       ] [3522/3605] Forecasting WMS...
[2025-12-11T20:36:14.125244] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-11T20:36:14.125272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-11T20:36:14.137054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-11T20:36:14.137443] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-11T20:36:14.138458] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-11T20:36:14.138508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:14.138538] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:14.138564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:14.138637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:14.198276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:14.199195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:14.199279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:14.199309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:14.318289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:14.318445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:14.318485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:14.318530] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:14.322190] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=53.43%)
[2025-12-11T20:36:14.322464] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-11T20:36:14.322605] [INFO ] [sig       ] WMS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:14.465376] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WMS.txt
[2025-12-11T20:36:14.465530] [INFO ] [sig       ] [3522/3605] Completed WMS in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 28.2s
[2025-12-11T20:36:14.465588] [INFO ] [sig       ] [3523/3605] Forecasting WNC...
[2025-12-11T20:36:14.465621] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-11T20:36:14.465649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-11T20:36:14.478181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-11T20:36:14.478600] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-11T20:36:14.479376] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-11T20:36:14.479425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:14.479455] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:14.479480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:14.479533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:14.535048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:14.535969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:14.536050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:14.536082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:14.655768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:14.655940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:14.655982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:14.656010] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:14.659271] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=55.83%)
[2025-12-11T20:36:14.659532] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-11T20:36:14.659667] [INFO ] [sig       ] WNC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:14.804154] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WNC.txt
[2025-12-11T20:36:14.804287] [INFO ] [sig       ] [3523/3605] Completed WNC in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 27.9s
[2025-12-11T20:36:14.804323] [INFO ] [sig       ] [3524/3605] Forecasting WNEB...
[2025-12-11T20:36:14.804352] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-11T20:36:14.804381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-11T20:36:14.815201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-11T20:36:14.815504] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-11T20:36:14.816264] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-11T20:36:14.816315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:14.816345] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:14.816371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:14.816426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:14.873844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:14.874605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:14.874684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:14.874715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:14.996098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:14.996269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:14.996309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:14.996336] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:14.999802] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-11T20:36:15.000061] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-11T20:36:15.000178] [INFO ] [sig       ] WNEB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:15.140445] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WNEB.txt
[2025-12-11T20:36:15.140610] [INFO ] [sig       ] [3524/3605] Completed WNEB in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 27.6s
[2025-12-11T20:36:15.140650] [INFO ] [sig       ] [3525/3605] Forecasting WOOD...
[2025-12-11T20:36:15.140678] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-11T20:36:15.140707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-11T20:36:15.151851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-11T20:36:15.152184] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-11T20:36:15.152952] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-11T20:36:15.153002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:15.153033] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:15.153059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:15.153114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:15.210008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:15.211075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:15.211189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:15.211222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:15.313637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:15.313795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:15.313835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:15.313862] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:15.317252] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=34.57%)
[2025-12-11T20:36:15.317589] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-11T20:36:15.317721] [INFO ] [sig       ] WOOD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:15.455217] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WOOD.txt
[2025-12-11T20:36:15.455369] [INFO ] [sig       ] [3525/3605] Completed WOOD in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 27.2s
[2025-12-11T20:36:15.455408] [INFO ] [sig       ] [3526/3605] Forecasting WOOF...
[2025-12-11T20:36:15.455438] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-11T20:36:15.455467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-11T20:36:15.467649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-11T20:36:15.468007] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-11T20:36:15.468805] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-11T20:36:15.468866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:15.468903] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:15.468929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:15.468995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:15.525688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:15.526508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:15.526611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:15.526645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:15.645695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:15.645850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:15.645890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:15.645918] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:15.649206] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-12-11T20:36:15.649466] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-11T20:36:15.649599] [INFO ] [sig       ] WOOF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:15.793183] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WOOF.txt
[2025-12-11T20:36:15.793324] [INFO ] [sig       ] [3526/3605] Completed WOOF in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 26.9s
[2025-12-11T20:36:15.793362] [INFO ] [sig       ] [3527/3605] Forecasting WPC...
[2025-12-11T20:36:15.793391] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-11T20:36:15.793420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-11T20:36:15.804376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-11T20:36:15.804661] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-11T20:36:15.805391] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-11T20:36:15.805441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:15.805472] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:15.805497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:15.805551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:15.861384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:15.862097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:15.862174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:15.862206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:15.983655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:15.983796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:15.983835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:15.983862] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:15.987069] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-11T20:36:15.987337] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-11T20:36:15.987454] [INFO ] [sig       ] WPC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:16.123814] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WPC.txt
[2025-12-11T20:36:16.123937] [INFO ] [sig       ] [3527/3605] Completed WPC in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 26.5s
[2025-12-11T20:36:16.123974] [INFO ] [sig       ] [3528/3605] Forecasting WPP...
[2025-12-11T20:36:16.124002] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-11T20:36:16.124031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-11T20:36:16.135158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-11T20:36:16.135422] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-11T20:36:16.136175] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-11T20:36:16.136238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:16.136273] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:16.136299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:16.136354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:16.191569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:16.192216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:16.192295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:16.192326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:16.310010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:16.310158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:16.310197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:16.310225] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:16.313473] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-11T20:36:16.313755] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-11T20:36:16.313874] [INFO ] [sig       ] WPP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:16.451686] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WPP.txt
[2025-12-11T20:36:16.451843] [INFO ] [sig       ] [3528/3605] Completed WPP in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 26.2s
[2025-12-11T20:36:16.451881] [INFO ] [sig       ] [3529/3605] Forecasting WRAP...
[2025-12-11T20:36:16.451911] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-11T20:36:16.451940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-11T20:36:16.463784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-11T20:36:16.464066] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-11T20:36:16.464828] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-11T20:36:16.464878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:16.464909] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:16.464936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:16.464991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:16.524061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:16.524872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:16.524950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:16.524982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:16.641162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:16.641310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:16.641348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:16.641375] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:16.644649] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-11T20:36:16.644917] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-11T20:36:16.645037] [INFO ] [sig       ] WRAP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:16.781010] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WRAP.txt
[2025-12-11T20:36:16.781144] [INFO ] [sig       ] [3529/3605] Completed WRAP in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 25.9s
[2025-12-11T20:36:16.781182] [INFO ] [sig       ] [3530/3605] Forecasting WRB...
[2025-12-11T20:36:16.781210] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-11T20:36:16.781240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-11T20:36:16.793159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-11T20:36:16.793535] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-11T20:36:16.794301] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-11T20:36:16.794351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:16.794383] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:16.794409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:16.794464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:16.852354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:16.853224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:16.853308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:16.853341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:16.970374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:16.970530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:16.970588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:16.970623] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:16.973922] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-12-11T20:36:16.974187] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-11T20:36:16.974307] [INFO ] [sig       ] WRB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:17.112982] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WRB.txt
[2025-12-11T20:36:17.113129] [INFO ] [sig       ] [3530/3605] Completed WRB in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 25.5s
[2025-12-11T20:36:17.113170] [INFO ] [sig       ] [3531/3605] Forecasting WRBY...
[2025-12-11T20:36:17.113199] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-11T20:36:17.113229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-11T20:36:17.125666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-11T20:36:17.126053] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-11T20:36:17.126849] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-11T20:36:17.126899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:17.126931] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:17.126958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:17.127013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:17.184448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:17.185346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:17.185433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:17.185466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:17.305992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:17.306113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:17.306159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:17.306188] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:17.309810] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=31.16%)
[2025-12-11T20:36:17.310113] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-11T20:36:17.310246] [INFO ] [sig       ] WRBY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:17.457905] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WRBY.txt
[2025-12-11T20:36:17.458057] [INFO ] [sig       ] [3531/3605] Completed WRBY in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 25.2s
[2025-12-11T20:36:17.458095] [INFO ] [sig       ] [3532/3605] Forecasting WRLD...
[2025-12-11T20:36:17.458123] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-11T20:36:17.458152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-11T20:36:17.470156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-11T20:36:17.470497] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-11T20:36:17.471290] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-11T20:36:17.471341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:17.471408] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:17.471446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:17.471527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:17.527994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:17.528735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:17.528811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:17.528843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:17.643397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:17.643548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:17.643602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:17.643631] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:17.646915] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-11T20:36:17.647171] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-11T20:36:17.647288] [INFO ] [sig       ] WRLD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:17.789623] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WRLD.txt
[2025-12-11T20:36:17.789750] [INFO ] [sig       ] [3532/3605] Completed WRLD in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 24.8s
[2025-12-11T20:36:17.789799] [INFO ] [sig       ] [3533/3605] Forecasting WSBC...
[2025-12-11T20:36:17.789828] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-11T20:36:17.789857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-11T20:36:17.800859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-11T20:36:17.801180] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-11T20:36:17.802022] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-11T20:36:17.802075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:17.802108] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:17.802136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:17.802194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:17.859554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:17.860222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:17.860315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:17.860348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:17.976218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:17.976367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:17.976406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:17.976433] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:17.979715] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=9.74%)
[2025-12-11T20:36:17.979972] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-11T20:36:17.980086] [INFO ] [sig       ] WSBC: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:18.123964] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WSBC.txt
[2025-12-11T20:36:18.124115] [INFO ] [sig       ] [3533/3605] Completed WSBC in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 24.5s
[2025-12-11T20:36:18.124154] [INFO ] [sig       ] [3534/3605] Forecasting WSBF...
[2025-12-11T20:36:18.124183] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-11T20:36:18.124212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-11T20:36:18.136018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-11T20:36:18.136389] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-11T20:36:18.137201] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-11T20:36:18.137254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:18.137288] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:18.137317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:18.137379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:18.195211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:18.196062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:18.196141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:18.196173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:18.319836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:18.319985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:18.320025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:18.320055] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:18.323454] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=69.87%)
[2025-12-11T20:36:18.323746] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-11T20:36:18.323872] [INFO ] [sig       ] WSBF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:18.472089] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WSBF.txt
[2025-12-11T20:36:18.472285] [INFO ] [sig       ] [3534/3605] Completed WSBF in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 24.2s
[2025-12-11T20:36:18.472326] [INFO ] [sig       ] [3535/3605] Forecasting WSC...
[2025-12-11T20:36:18.472354] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-11T20:36:18.472394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-11T20:36:18.484776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-11T20:36:18.485107] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-11T20:36:18.485958] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-11T20:36:18.486012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:18.486044] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:18.486072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:18.486128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:18.541920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:18.542868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:18.542960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:18.542994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:18.669181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:18.669364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:18.669411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:18.669473] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:18.673853] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-12-11T20:36:18.674140] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-11T20:36:18.674276] [INFO ] [sig       ] WSC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:18.872443] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WSC.txt
[2025-12-11T20:36:18.872615] [INFO ] [sig       ] [3535/3605] Completed WSC in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 23.8s
[2025-12-11T20:36:18.872656] [INFO ] [sig       ] [3536/3605] Forecasting WSFS...
[2025-12-11T20:36:18.872685] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-11T20:36:18.872715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-11T20:36:18.883845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-11T20:36:18.884212] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-11T20:36:18.885066] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-11T20:36:18.885120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:18.885152] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:18.885180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:18.885237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:18.941543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:18.942409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:18.942500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:18.942531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:19.057314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:19.057474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:19.057513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:19.057540] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:19.060844] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2025-12-11T20:36:19.061108] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-11T20:36:19.061228] [INFO ] [sig       ] WSFS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:19.212899] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WSFS.txt
[2025-12-11T20:36:19.213052] [INFO ] [sig       ] [3536/3605] Completed WSFS in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 23.5s
[2025-12-11T20:36:19.213092] [INFO ] [sig       ] [3537/3605] Forecasting WSM...
[2025-12-11T20:36:19.213124] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-11T20:36:19.213155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-11T20:36:19.224763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-11T20:36:19.225128] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-11T20:36:19.225936] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-11T20:36:19.225987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:19.226021] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:19.226049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:19.226106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:19.284161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:19.285006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:19.285092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:19.285126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:19.406162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:19.406329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:19.406370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:19.406405] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:19.410209] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-11T20:36:19.410520] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-11T20:36:19.410671] [INFO ] [sig       ] WSM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:19.561821] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WSM.txt
[2025-12-11T20:36:19.561956] [INFO ] [sig       ] [3537/3605] Completed WSM in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 23.1s
[2025-12-11T20:36:19.561995] [INFO ] [sig       ] [3538/3605] Forecasting WSO...
[2025-12-11T20:36:19.562025] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-11T20:36:19.562057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-11T20:36:19.573262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-11T20:36:19.573531] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-11T20:36:19.574300] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-11T20:36:19.574354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:19.574385] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:19.574411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:19.574470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:19.631066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:19.631796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:19.631873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:19.631905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:19.748584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:19.748738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:19.748777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:19.748804] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:19.752080] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-11T20:36:19.752336] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-11T20:36:19.752454] [INFO ] [sig       ] WSO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:19.892709] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WSO.txt
[2025-12-11T20:36:19.892841] [INFO ] [sig       ] [3538/3605] Completed WSO in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 22.8s
[2025-12-11T20:36:19.892880] [INFO ] [sig       ] [3539/3605] Forecasting WTBA...
[2025-12-11T20:36:19.892908] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-11T20:36:19.892937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-11T20:36:19.904193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-11T20:36:19.904508] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-11T20:36:19.905270] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-11T20:36:19.905322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:19.905366] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:19.905392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:19.905446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:19.967110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:19.967920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:19.968014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:19.968056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:20.084592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:20.084733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:20.084771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:20.084797] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:20.088075] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2025-12-11T20:36:20.088338] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-11T20:36:20.088455] [INFO ] [sig       ] WTBA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:20.225841] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WTBA.txt
[2025-12-11T20:36:20.225966] [INFO ] [sig       ] [3539/3605] Completed WTBA in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 22.5s
[2025-12-11T20:36:20.226004] [INFO ] [sig       ] [3540/3605] Forecasting WTFC...
[2025-12-11T20:36:20.226033] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-11T20:36:20.226062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-11T20:36:20.236953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-11T20:36:20.237220] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-11T20:36:20.238007] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-11T20:36:20.238057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:20.238088] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:20.238114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:20.238168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:20.296273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:20.296927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:20.297004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:20.297036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:20.415965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:20.416098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:20.416136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:20.416164] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:20.419446] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-12-11T20:36:20.419732] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-11T20:36:20.419853] [INFO ] [sig       ] WTFC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:20.557260] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WTFC.txt
[2025-12-11T20:36:20.557379] [INFO ] [sig       ] [3540/3605] Completed WTFC in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 22.1s
[2025-12-11T20:36:20.557417] [INFO ] [sig       ] [3541/3605] Forecasting WTI...
[2025-12-11T20:36:20.557445] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-11T20:36:20.557473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-11T20:36:20.568471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-11T20:36:20.568786] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-11T20:36:20.569531] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-11T20:36:20.569598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:20.569631] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:20.569657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:20.569712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:20.626434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:20.627174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:20.627254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:20.627286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:20.748534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:20.748702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:20.748742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:20.748769] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:20.752003] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=22.25%)
[2025-12-11T20:36:20.752259] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-11T20:36:20.752380] [INFO ] [sig       ] WTI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:20.890244] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WTI.txt
[2025-12-11T20:36:20.890364] [INFO ] [sig       ] [3541/3605] Completed WTI in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 21.8s
[2025-12-11T20:36:20.890402] [INFO ] [sig       ] [3542/3605] Forecasting WTRG...
[2025-12-11T20:36:20.890431] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-11T20:36:20.890459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-11T20:36:20.908315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-11T20:36:20.908621] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-11T20:36:20.909363] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-11T20:36:20.909413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:20.909444] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:20.909471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:20.909526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:20.966743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:20.967369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:20.967474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:20.967508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:21.083642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:21.083790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:21.083828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:21.083855] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:21.087093] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-11T20:36:21.087349] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-11T20:36:21.087464] [INFO ] [sig       ] WTRG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:21.226151] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WTRG.txt
[2025-12-11T20:36:21.226287] [INFO ] [sig       ] [3542/3605] Completed WTRG in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 21.4s
[2025-12-11T20:36:21.226333] [INFO ] [sig       ] [3543/3605] Forecasting WTS...
[2025-12-11T20:36:21.226367] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-11T20:36:21.226396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-11T20:36:21.237216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-11T20:36:21.237489] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-11T20:36:21.238273] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-11T20:36:21.238323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:21.238353] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:21.238378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:21.238432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:21.296122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:21.296776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:21.296855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:21.296888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:21.417287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:21.417437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:21.417475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:21.417503] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:21.420848] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-12-11T20:36:21.421114] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-11T20:36:21.421235] [INFO ] [sig       ] WTS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:21.569644] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/WTS.txt
[2025-12-11T20:36:21.569785] [INFO ] [sig       ] [3543/3605] Completed WTS in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 21.1s
[2025-12-11T20:36:21.569824] [INFO ] [sig       ] [3544/3605] Forecasting WULF...
[2025-12-11T20:36:21.569855] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-11T20:36:21.569885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-11T20:36:21.580955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-11T20:36:21.581235] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-11T20:36:21.581993] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-11T20:36:21.582043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:21.582073] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:21.582099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:21.582154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:21.638806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:21.639442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:21.639519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:21.639552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:21.757370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:21.757503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:21.757540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:21.757566] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:21.760864] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-11T20:36:21.761130] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-11T20:36:21.761268] [INFO ] [sig       ] WULF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:21.909323] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WULF.txt
[2025-12-11T20:36:21.909451] [INFO ] [sig       ] [3544/3605] Completed WULF in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 20.8s
[2025-12-11T20:36:21.909488] [INFO ] [sig       ] [3545/3605] Forecasting WVE...
[2025-12-11T20:36:21.909517] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-11T20:36:21.909546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-11T20:36:21.921153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-11T20:36:21.921432] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-11T20:36:21.922215] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-11T20:36:21.922268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:21.922300] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:21.922326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:21.922382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:21.981847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:21.982503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:21.982611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:21.982648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:22.107313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:22.107464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:22.107503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:22.107530] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:22.110847] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-11T20:36:22.111111] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-11T20:36:22.111229] [INFO ] [sig       ] WVE: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:22.249223] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WVE.txt
[2025-12-11T20:36:22.249403] [INFO ] [sig       ] [3545/3605] Completed WVE in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 20.4s
[2025-12-11T20:36:22.249442] [INFO ] [sig       ] [3546/3605] Forecasting WWD...
[2025-12-11T20:36:22.249472] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-11T20:36:22.249503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-11T20:36:22.261186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-11T20:36:22.261529] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-11T20:36:22.262315] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-11T20:36:22.262366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:22.262397] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:22.262424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:22.262479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:22.320688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:22.321536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:22.321641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:22.321675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:22.443554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:22.443728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:22.443810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:22.443839] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:22.447141] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-12-11T20:36:22.447406] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-11T20:36:22.447525] [INFO ] [sig       ] WWD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:22.598851] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WWD.txt
[2025-12-11T20:36:22.598984] [INFO ] [sig       ] [3546/3605] Completed WWD in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 20.1s
[2025-12-11T20:36:22.599023] [INFO ] [sig       ] [3547/3605] Forecasting WY...
[2025-12-11T20:36:22.599051] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-11T20:36:22.599081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-11T20:36:22.610554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-11T20:36:22.610836] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-11T20:36:22.611671] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-11T20:36:22.611724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:22.611756] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:22.611782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:22.611838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:22.669277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:22.670098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:22.670196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:22.670230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:22.796270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:22.796434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:22.796474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:22.796501] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:22.799928] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-11T20:36:22.800219] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-11T20:36:22.800348] [INFO ] [sig       ] WY: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:22.959266] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WY.txt
[2025-12-11T20:36:22.959424] [INFO ] [sig       ] [3547/3605] Completed WY in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 19.7s
[2025-12-11T20:36:22.959464] [INFO ] [sig       ] [3548/3605] Forecasting WYNN...
[2025-12-11T20:36:22.959494] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-11T20:36:22.959525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-11T20:36:22.971625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-11T20:36:22.971951] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-11T20:36:22.972759] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-11T20:36:22.972812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:22.972845] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:22.972873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:22.972930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:23.031692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:23.032403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:23.032520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:23.032556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:23.154128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:23.154264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:23.154305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:23.154350] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:23.157753] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=9.54%)
[2025-12-11T20:36:23.158044] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-11T20:36:23.158168] [INFO ] [sig       ] WYNN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:23.303413] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/WYNN.txt
[2025-12-11T20:36:23.303542] [INFO ] [sig       ] [3548/3605] Completed WYNN in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 19.4s
[2025-12-11T20:36:23.303596] [INFO ] [sig       ] [3549/3605] Forecasting XBIL...
[2025-12-11T20:36:23.303626] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-11T20:36:23.303655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-11T20:36:23.315009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-11T20:36:23.315291] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-11T20:36:23.316077] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-11T20:36:23.316128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:23.316183] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:23.316210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:23.316266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:23.375975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:23.376709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:23.376795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:23.376828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:23.470648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:23.470779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:23.470815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:23.470841] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:23.474057] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-11T20:36:23.474320] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-11T20:36:23.474447] [INFO ] [sig       ] XBIL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:23.611760] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XBIL.txt
[2025-12-11T20:36:23.611878] [INFO ] [sig       ] [3549/3605] Completed XBIL in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 19.1s
[2025-12-11T20:36:23.611916] [INFO ] [sig       ] [3550/3605] Forecasting XEL...
[2025-12-11T20:36:23.611944] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-11T20:36:23.611972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-11T20:36:23.623022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-11T20:36:23.623304] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-11T20:36:23.624098] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-11T20:36:23.624147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:23.624190] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:23.624218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:23.624272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:23.680632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:23.681231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:23.681309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:23.681339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:23.799101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:23.799256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:23.799296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:23.799323] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:23.802675] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-12-11T20:36:23.802932] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-11T20:36:23.803049] [INFO ] [sig       ] XEL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:23.940625] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XEL.txt
[2025-12-11T20:36:23.940746] [INFO ] [sig       ] [3550/3605] Completed XEL in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 18.7s
[2025-12-11T20:36:23.940783] [INFO ] [sig       ] [3551/3605] Forecasting XENE...
[2025-12-11T20:36:23.940812] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-11T20:36:23.940840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-11T20:36:23.951996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-11T20:36:23.952268] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-11T20:36:23.953034] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-11T20:36:23.953085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:23.953116] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:23.953142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:23.953197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:24.009651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:24.010278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:24.010354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:24.010385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:24.125555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:24.125726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:24.125766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:24.125792] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:24.129133] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=71.03%)
[2025-12-11T20:36:24.129409] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-11T20:36:24.129534] [INFO ] [sig       ] XENE: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:24.272505] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XENE.txt
[2025-12-11T20:36:24.272680] [INFO ] [sig       ] [3551/3605] Completed XENE in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 18.4s
[2025-12-11T20:36:24.272729] [INFO ] [sig       ] [3552/3605] Forecasting XERS...
[2025-12-11T20:36:24.272759] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-11T20:36:24.272789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-11T20:36:24.284133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-11T20:36:24.284398] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-11T20:36:24.285169] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-11T20:36:24.285219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:24.285250] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:24.285276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:24.285330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:24.341598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:24.342208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:24.342282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:24.342313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:24.461346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:24.461491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:24.461529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:24.461603] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:24.464911] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=64.79%)
[2025-12-11T20:36:24.465171] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-11T20:36:24.465289] [INFO ] [sig       ] XERS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:24.604850] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XERS.txt
[2025-12-11T20:36:24.605001] [INFO ] [sig       ] [3552/3605] Completed XERS in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 18.0s
[2025-12-11T20:36:24.605041] [INFO ] [sig       ] [3553/3605] Forecasting XGN...
[2025-12-11T20:36:24.605069] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-11T20:36:24.605099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-11T20:36:24.616236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-11T20:36:24.616497] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-11T20:36:24.617245] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-11T20:36:24.617295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:24.617326] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:24.617352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:24.617407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:24.673483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:24.674288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:24.674367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:24.674398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:24.793501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:24.793675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:24.793715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:24.793743] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:24.797031] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-12-11T20:36:24.797293] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-11T20:36:24.797410] [INFO ] [sig       ] XGN: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:24.936021] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/XGN.txt
[2025-12-11T20:36:24.936150] [INFO ] [sig       ] [3553/3605] Completed XGN in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 17.7s
[2025-12-11T20:36:24.936187] [INFO ] [sig       ] [3554/3605] Forecasting XOM...
[2025-12-11T20:36:24.936223] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-11T20:36:24.936253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-11T20:36:24.947751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-11T20:36:24.948087] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-11T20:36:24.948857] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-11T20:36:24.948908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:24.948940] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:24.948966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:24.949023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:25.005765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:25.006612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:25.006694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:25.006726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:25.131617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:25.131787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:25.131832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:25.131861] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:25.135325] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-11T20:36:25.135671] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-11T20:36:25.135792] [INFO ] [sig       ] XOM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:25.275155] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XOM.txt
[2025-12-11T20:36:25.275308] [INFO ] [sig       ] [3554/3605] Completed XOM in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 17.4s
[2025-12-11T20:36:25.275345] [INFO ] [sig       ] [3555/3605] Forecasting XOMA...
[2025-12-11T20:36:25.275375] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-11T20:36:25.275415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-11T20:36:25.287118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-11T20:36:25.287463] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-11T20:36:25.288345] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-11T20:36:25.288397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:25.288427] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:25.288455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:25.288511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:25.344261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:25.344886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:25.344963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:25.344994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:25.457710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:25.457881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:25.457920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:25.457947] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:25.461348] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-12-11T20:36:25.461652] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-11T20:36:25.461779] [INFO ] [sig       ] XOMA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:25.604954] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XOMA.txt
[2025-12-11T20:36:25.605097] [INFO ] [sig       ] [3555/3605] Completed XOMA in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 17.0s
[2025-12-11T20:36:25.605134] [INFO ] [sig       ] [3556/3605] Forecasting XOS...
[2025-12-11T20:36:25.605163] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-11T20:36:25.605193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-11T20:36:25.616778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-11T20:36:25.617132] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-11T20:36:25.617927] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-11T20:36:25.617977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:25.618008] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:25.618033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:25.618087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:25.675622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:25.676266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:25.676345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:25.676378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:25.794660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:25.794801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:25.794841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:25.794868] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:25.798106] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-11T20:36:25.798366] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-11T20:36:25.798482] [INFO ] [sig       ] XOS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:25.940796] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XOS.txt
[2025-12-11T20:36:25.940929] [INFO ] [sig       ] [3556/3605] Completed XOS in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 16.7s
[2025-12-11T20:36:25.940968] [INFO ] [sig       ] [3557/3605] Forecasting XP...
[2025-12-11T20:36:25.940997] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-11T20:36:25.941028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-11T20:36:25.953049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-11T20:36:25.953324] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-11T20:36:25.954072] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-11T20:36:25.954123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:25.954154] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:25.954180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:25.954234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:26.011481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:26.012149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:26.012228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:26.012261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:26.135393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:26.135548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:26.135606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:26.135637] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:26.139110] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2025-12-11T20:36:26.139382] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-11T20:36:26.139504] [INFO ] [sig       ] XP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:26.286553] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/XP.txt
[2025-12-11T20:36:26.286723] [INFO ] [sig       ] [3557/3605] Completed XP in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 16.3s
[2025-12-11T20:36:26.286761] [INFO ] [sig       ] [3558/3605] Forecasting XPEL...
[2025-12-11T20:36:26.286789] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-11T20:36:26.286819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-11T20:36:26.298676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-11T20:36:26.299046] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-11T20:36:26.299864] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-11T20:36:26.299914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:26.299944] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:26.299968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:26.300022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:26.362212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:26.363355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:26.363446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:26.363479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:26.495035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:26.495215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:26.495262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:26.495291] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:26.498937] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=73.97%)
[2025-12-11T20:36:26.499223] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-11T20:36:26.499359] [INFO ] [sig       ] XPEL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:26.640207] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XPEL.txt
[2025-12-11T20:36:26.640354] [INFO ] [sig       ] [3558/3605] Completed XPEL in 0.4s | 2.94 sym/s | Total: 20.2m | ETA: 16.0s
[2025-12-11T20:36:26.640393] [INFO ] [sig       ] [3559/3605] Forecasting XPO...
[2025-12-11T20:36:26.640422] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-11T20:36:26.640450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-11T20:36:26.652237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-11T20:36:26.652665] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-11T20:36:26.653664] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-11T20:36:26.653725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:26.653767] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:26.653800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:26.653877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:26.712282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:26.713174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:26.713314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:26.713356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:26.837884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:26.838041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:26.838084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:26.838112] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:26.841744] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=69.10%)
[2025-12-11T20:36:26.842028] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-11T20:36:26.842156] [INFO ] [sig       ] XPO: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:26.986040] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XPO.txt
[2025-12-11T20:36:26.986191] [INFO ] [sig       ] [3559/3605] Completed XPO in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 15.7s
[2025-12-11T20:36:26.986229] [INFO ] [sig       ] [3560/3605] Forecasting XPOF...
[2025-12-11T20:36:26.986259] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-11T20:36:26.986287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-11T20:36:26.997680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-11T20:36:26.998051] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-11T20:36:26.998836] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-11T20:36:26.998888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:26.998918] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:26.998944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:26.998998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:27.057319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:27.058222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:27.058308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:27.058341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:27.184914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:27.185065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:27.185111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:27.185143] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:27.188710] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2025-12-11T20:36:27.189018] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-11T20:36:27.189151] [INFO ] [sig       ] XPOF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:27.328885] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/XPOF.txt
[2025-12-11T20:36:27.329035] [INFO ] [sig       ] [3560/3605] Completed XPOF in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 15.3s
[2025-12-11T20:36:27.329074] [INFO ] [sig       ] [3561/3605] Forecasting XPON...
[2025-12-11T20:36:27.329102] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-11T20:36:27.329130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-11T20:36:27.340783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-11T20:36:27.341123] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-11T20:36:27.341911] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-11T20:36:27.341963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:27.341995] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:27.342022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:27.342090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:27.399303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:27.400171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:27.400254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:27.400286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:27.515973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:27.516121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:27.516160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:27.516188] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:27.519606] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: UP (p=50.29%)
[2025-12-11T20:36:27.519879] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-11T20:36:27.520004] [INFO ] [sig       ] XPON: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:27.660653] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XPON.txt
[2025-12-11T20:36:27.660800] [INFO ] [sig       ] [3561/3605] Completed XPON in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 15.0s
[2025-12-11T20:36:27.660837] [INFO ] [sig       ] [3562/3605] Forecasting XPRO...
[2025-12-11T20:36:27.660866] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-11T20:36:27.660896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-11T20:36:27.672205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-11T20:36:27.672508] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-11T20:36:27.673282] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-11T20:36:27.673334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:27.673367] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:27.673393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:27.673449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:27.730761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:27.731448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:27.731529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:27.731562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:27.850529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:27.850697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:27.850737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:27.850766] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:27.854196] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-11T20:36:27.854464] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-11T20:36:27.854601] [INFO ] [sig       ] XPRO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:27.994770] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/XPRO.txt
[2025-12-11T20:36:27.994948] [INFO ] [sig       ] [3562/3605] Completed XPRO in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 14.6s
[2025-12-11T20:36:27.994987] [INFO ] [sig       ] [3563/3605] Forecasting XRAY...
[2025-12-11T20:36:27.995017] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-11T20:36:27.995046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-11T20:36:28.006247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-11T20:36:28.006537] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-11T20:36:28.007294] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-11T20:36:28.007356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:28.007387] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:28.007414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:28.007469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:28.064123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:28.064952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:28.065032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:28.065065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:28.183087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:28.183236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:28.183274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:28.183302] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:28.186682] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-12-11T20:36:28.186954] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-11T20:36:28.187072] [INFO ] [sig       ] XRAY: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:28.330314] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XRAY.txt
[2025-12-11T20:36:28.330460] [INFO ] [sig       ] [3563/3605] Completed XRAY in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 14.3s
[2025-12-11T20:36:28.330498] [INFO ] [sig       ] [3564/3605] Forecasting XRX...
[2025-12-11T20:36:28.330525] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-11T20:36:28.330556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-11T20:36:28.341219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-11T20:36:28.341529] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-11T20:36:28.342326] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-11T20:36:28.342378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:28.342410] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:28.342436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:28.342491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:28.400303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:28.401238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:28.401319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:28.401350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:28.519731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:28.519884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:28.519934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:28.519965] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:28.523466] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-11T20:36:28.523771] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-11T20:36:28.523894] [INFO ] [sig       ] XRX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:28.668308] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/XRX.txt
[2025-12-11T20:36:28.668458] [INFO ] [sig       ] [3564/3605] Completed XRX in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 14.0s
[2025-12-11T20:36:28.668495] [INFO ] [sig       ] [3565/3605] Forecasting XTIA...
[2025-12-11T20:36:28.668524] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-11T20:36:28.668553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-11T20:36:28.679849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-11T20:36:28.680199] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-11T20:36:28.680985] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-11T20:36:28.681035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:28.681066] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:28.681091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:28.681145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:28.742278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:28.743264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:28.743362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:28.743395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:28.867018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:28.867169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:28.867208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:28.867236] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:28.870632] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-11T20:36:28.870918] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-11T20:36:28.871043] [INFO ] [sig       ] XTIA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:29.017933] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/XTIA.txt
[2025-12-11T20:36:29.018091] [INFO ] [sig       ] [3565/3605] Completed XTIA in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 13.6s
[2025-12-11T20:36:29.018142] [INFO ] [sig       ] [3566/3605] Forecasting XTKG...
[2025-12-11T20:36:29.018174] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-11T20:36:29.018205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-11T20:36:29.030081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-11T20:36:29.030457] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-11T20:36:29.031269] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-11T20:36:29.031322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:29.031379] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:29.031408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:29.031464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:29.090364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:29.091239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:29.091324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:29.091357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:29.208129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:29.208286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:29.208327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:29.208354] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:29.211793] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=84.44%)
[2025-12-11T20:36:29.212074] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-11T20:36:29.212201] [INFO ] [sig       ] XTKG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:29.352467] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XTKG.txt
[2025-12-11T20:36:29.352643] [INFO ] [sig       ] [3566/3605] Completed XTKG in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 13.3s
[2025-12-11T20:36:29.352685] [INFO ] [sig       ] [3567/3605] Forecasting XYF...
[2025-12-11T20:36:29.352715] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-11T20:36:29.352744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-11T20:36:29.364444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-11T20:36:29.364813] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-11T20:36:29.365604] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-11T20:36:29.365657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:29.365689] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:29.365715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:29.365770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:29.423985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:29.424844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:29.424928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:29.424960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:29.547090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:29.547252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:29.547295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:29.547324] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:29.550979] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=62.63%)
[2025-12-11T20:36:29.551256] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-11T20:36:29.551386] [INFO ] [sig       ] XYF: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:29.699910] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/XYF.txt
[2025-12-11T20:36:29.700111] [INFO ] [sig       ] [3567/3605] Completed XYF in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 12.9s
[2025-12-11T20:36:29.700175] [INFO ] [sig       ] [3568/3605] Forecasting XYL...
[2025-12-11T20:36:29.700227] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-11T20:36:29.700278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-11T20:36:29.716385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-11T20:36:29.716855] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-11T20:36:29.717984] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-11T20:36:29.718051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:29.718097] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:29.718136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:29.718220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:29.783238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:29.784182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:29.784266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:29.784300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:29.904064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:29.904221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:29.904261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:29.904288] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:29.908412] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=20.87%)
[2025-12-11T20:36:29.908748] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-11T20:36:29.909070] [INFO ] [sig       ] XYL: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:30.057412] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/XYL.txt
[2025-12-11T20:36:30.057643] [INFO ] [sig       ] [3568/3605] Completed XYL in 0.4s | 2.94 sym/s | Total: 20.2m | ETA: 12.6s
[2025-12-11T20:36:30.057711] [INFO ] [sig       ] [3569/3605] Forecasting YALA...
[2025-12-11T20:36:30.057752] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-11T20:36:30.057789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-11T20:36:30.071383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-11T20:36:30.071767] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-11T20:36:30.072734] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-11T20:36:30.072797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:30.072842] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:30.072876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:30.072948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:30.134649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:30.135467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:30.135549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:30.135602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:30.257133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:30.257297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:30.257344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:30.257404] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:30.260984] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-11T20:36:30.261281] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-11T20:36:30.261406] [INFO ] [sig       ] YALA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:30.405480] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/YALA.txt
[2025-12-11T20:36:30.405635] [INFO ] [sig       ] [3569/3605] Completed YALA in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 12.2s
[2025-12-11T20:36:30.405675] [INFO ] [sig       ] [3570/3605] Forecasting YELP...
[2025-12-11T20:36:30.405704] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-11T20:36:30.405733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-11T20:36:30.417658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-11T20:36:30.418004] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-11T20:36:30.418838] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-11T20:36:30.418890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:30.418922] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:30.418950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:30.419007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:30.477800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:30.478840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:30.478927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:30.478960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:30.600678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:30.600826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:30.600883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:30.600912] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:30.604231] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-12-11T20:36:30.604498] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-11T20:36:30.604635] [INFO ] [sig       ] YELP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:30.747298] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/YELP.txt
[2025-12-11T20:36:30.747442] [INFO ] [sig       ] [3570/3605] Completed YELP in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 11.9s
[2025-12-11T20:36:30.747479] [INFO ] [sig       ] [3571/3605] Forecasting YETI...
[2025-12-11T20:36:30.747507] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-11T20:36:30.747538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-11T20:36:30.759290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-11T20:36:30.759562] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-11T20:36:30.760351] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-11T20:36:30.760403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:30.760435] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:30.760460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:30.760517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:30.819993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:30.820811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:30.820892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:30.820924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:30.940988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:30.941141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:30.941179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:30.941208] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:30.944536] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-12-11T20:36:30.944829] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-11T20:36:30.944950] [INFO ] [sig       ] YETI: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:31.085821] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/YETI.txt
[2025-12-11T20:36:31.085955] [INFO ] [sig       ] [3571/3605] Completed YETI in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 11.6s
[2025-12-11T20:36:31.085994] [INFO ] [sig       ] [3572/3605] Forecasting YMM...
[2025-12-11T20:36:31.086024] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-11T20:36:31.086053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-11T20:36:31.098884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-11T20:36:31.099172] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-11T20:36:31.099952] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-11T20:36:31.100003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:31.100034] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:31.100060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:31.100114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:31.157518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:31.158220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:31.158295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:31.158327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:31.273901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:31.274051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:31.274089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:31.274117] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:31.277395] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=78.81%)
[2025-12-11T20:36:31.277675] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-11T20:36:31.277793] [INFO ] [sig       ] YMM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:31.415510] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/YMM.txt
[2025-12-11T20:36:31.415680] [INFO ] [sig       ] [3572/3605] Completed YMM in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 11.2s
[2025-12-11T20:36:31.415719] [INFO ] [sig       ] [3573/3605] Forecasting YPF...
[2025-12-11T20:36:31.415749] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-11T20:36:31.415778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-11T20:36:31.426652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-11T20:36:31.426942] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-11T20:36:31.427710] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-11T20:36:31.427760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:31.427791] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:31.427817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:31.427900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:31.483981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:31.484739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:31.484816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:31.484847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:31.607075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:31.607230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:31.607268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:31.607296] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:31.610608] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=41.61%)
[2025-12-11T20:36:31.610870] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-11T20:36:31.610988] [INFO ] [sig       ] YPF: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:31.752389] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/YPF.txt
[2025-12-11T20:36:31.752544] [INFO ] [sig       ] [3573/3605] Completed YPF in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 10.9s
[2025-12-11T20:36:31.752604] [INFO ] [sig       ] [3574/3605] Forecasting YQQQ...
[2025-12-11T20:36:31.752635] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-11T20:36:31.752664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-11T20:36:31.765202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-11T20:36:31.765613] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-11T20:36:31.766388] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-11T20:36:31.766438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:31.766482] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:31.766508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:31.766563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:31.825891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:31.826917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:31.827011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:31.827044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:31.952108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:31.952270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:31.952310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:31.952339] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:31.956685] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=28.93%)
[2025-12-11T20:36:31.957076] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-11T20:36:31.957231] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:32.155301] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/YQQQ.txt
[2025-12-11T20:36:32.155525] [INFO ] [sig       ] [3574/3605] Completed YQQQ in 0.4s | 2.94 sym/s | Total: 20.3m | ETA: 10.5s
[2025-12-11T20:36:32.155613] [INFO ] [sig       ] [3575/3605] Forecasting YRD...
[2025-12-11T20:36:32.155667] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-11T20:36:32.155713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-11T20:36:32.171492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-11T20:36:32.173711] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-11T20:36:32.175457] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-11T20:36:32.175607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:32.175666] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:32.175733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:32.175824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:32.259929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:32.261181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:32.261298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:32.261347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:32.422084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:32.422285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:32.422351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:32.422402] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:32.428051] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=18.48%)
[2025-12-11T20:36:32.428624] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-11T20:36:32.428856] [INFO ] [sig       ] YRD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:32.633392] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/YRD.txt
[2025-12-11T20:36:32.633652] [INFO ] [sig       ] [3575/3605] Completed YRD in 0.5s | 2.94 sym/s | Total: 20.3m | ETA: 10.2s
[2025-12-11T20:36:32.633721] [INFO ] [sig       ] [3576/3605] Forecasting YSG...
[2025-12-11T20:36:32.633773] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-11T20:36:32.633821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-11T20:36:32.649117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-11T20:36:32.649589] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-11T20:36:32.650603] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-11T20:36:32.650666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:32.650699] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:32.650726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:32.650782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:32.710813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:32.711790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:32.711918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:32.711953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:32.840153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:32.840317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:32.840361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:32.840389] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:32.843861] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=73.58%)
[2025-12-11T20:36:32.844158] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-11T20:36:32.844286] [INFO ] [sig       ] YSG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:32.985305] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/YSG.txt
[2025-12-11T20:36:32.985466] [INFO ] [sig       ] [3576/3605] Completed YSG in 0.4s | 2.94 sym/s | Total: 20.3m | ETA: 9.9s
[2025-12-11T20:36:32.985505] [INFO ] [sig       ] [3577/3605] Forecasting YTRA...
[2025-12-11T20:36:32.985536] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-11T20:36:32.985564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-11T20:36:32.997886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-11T20:36:32.998298] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-11T20:36:32.999134] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-11T20:36:32.999186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:32.999217] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:32.999242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:32.999297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:33.054925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:33.055777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:33.055859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:33.055891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:33.174306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:33.174454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:33.174493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:33.174521] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:33.177914] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-11T20:36:33.178183] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-11T20:36:33.178302] [INFO ] [sig       ] YTRA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:33.316116] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/YTRA.txt
[2025-12-11T20:36:33.316227] [INFO ] [sig       ] [3577/3605] Completed YTRA in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 9.5s
[2025-12-11T20:36:33.316271] [INFO ] [sig       ] [3578/3605] Forecasting YUM...
[2025-12-11T20:36:33.316301] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-11T20:36:33.316330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-11T20:36:33.327222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-11T20:36:33.327488] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-11T20:36:33.328294] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-11T20:36:33.328345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:33.328376] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:33.328402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:33.328456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:33.384252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:33.384876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:33.384951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:33.384983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:33.501036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:33.501172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:33.501211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:33.501239] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:33.504460] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-11T20:36:33.504737] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-11T20:36:33.504854] [INFO ] [sig       ] YUM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:33.641934] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/YUM.txt
[2025-12-11T20:36:33.642039] [INFO ] [sig       ] [3578/3605] Completed YUM in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 9.2s
[2025-12-11T20:36:33.642074] [INFO ] [sig       ] [3579/3605] Forecasting YUMC...
[2025-12-11T20:36:33.642102] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-11T20:36:33.642130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-11T20:36:33.653042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-11T20:36:33.653306] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-11T20:36:33.654070] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-11T20:36:33.654119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:33.654151] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:33.654176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:33.654231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:33.709813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:33.710426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:33.710500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:33.710531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:33.825222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:33.825346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:33.825383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:33.825410] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:33.828625] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-11T20:36:33.828882] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-11T20:36:33.829018] [INFO ] [sig       ] YUMC: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:33.964461] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/YUMC.txt
[2025-12-11T20:36:33.964618] [INFO ] [sig       ] [3579/3605] Completed YUMC in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 8.8s
[2025-12-11T20:36:33.964657] [INFO ] [sig       ] [3580/3605] Forecasting Z...
[2025-12-11T20:36:33.964686] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-11T20:36:33.964717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-11T20:36:33.975782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-11T20:36:33.976051] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-11T20:36:33.976814] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-11T20:36:33.976864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:33.976895] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:33.976921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:33.976981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:34.033556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:34.034204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:34.034280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:34.034311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:34.157745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:34.157906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:34.157948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:34.157976] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:34.161303] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-12-11T20:36:34.161563] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-11T20:36:34.161702] [INFO ] [sig       ] Z: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:34.298378] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/Z.txt
[2025-12-11T20:36:34.298549] [INFO ] [sig       ] [3580/3605] Completed Z in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 8.5s
[2025-12-11T20:36:34.298608] [INFO ] [sig       ] [3581/3605] Forecasting ZBH...
[2025-12-11T20:36:34.298639] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-11T20:36:34.298669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-11T20:36:34.310458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-11T20:36:34.310810] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-11T20:36:34.311609] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-11T20:36:34.311659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:34.311690] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:34.311734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:34.311789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:34.367385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:34.368421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:34.368510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:34.368541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:34.486585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:34.486729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:34.486773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:34.486815] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:34.490221] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-12-11T20:36:34.490498] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-11T20:36:34.490642] [INFO ] [sig       ] ZBH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:34.630303] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZBH.txt
[2025-12-11T20:36:34.630435] [INFO ] [sig       ] [3581/3605] Completed ZBH in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 8.2s
[2025-12-11T20:36:34.630471] [INFO ] [sig       ] [3582/3605] Forecasting ZBIO...
[2025-12-11T20:36:34.630501] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-11T20:36:34.630529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-11T20:36:34.642124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-11T20:36:34.642423] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-11T20:36:34.643268] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-11T20:36:34.643319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:34.643351] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:34.643378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:34.643433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:34.701061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:34.701776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:34.701855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:34.701887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:34.822887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:34.823045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:34.823094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:34.823125] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:34.826549] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-11T20:36:34.826864] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-11T20:36:34.826990] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:34.971465] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZBIO.txt
[2025-12-11T20:36:34.971630] [INFO ] [sig       ] [3582/3605] Completed ZBIO in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 7.8s
[2025-12-11T20:36:34.971672] [INFO ] [sig       ] [3583/3605] Forecasting ZBRA...
[2025-12-11T20:36:34.971700] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-11T20:36:34.971729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-11T20:36:34.983850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-11T20:36:34.984241] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-11T20:36:34.985056] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-11T20:36:34.985107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:34.985168] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:34.985195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:34.985250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:35.041254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:35.042105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:35.042186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:35.042233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:35.156652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:35.156812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:35.156851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:35.156877] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:35.160193] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=65.46%)
[2025-12-11T20:36:35.160455] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-11T20:36:35.160588] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:35.297452] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZBRA.txt
[2025-12-11T20:36:35.297609] [INFO ] [sig       ] [3583/3605] Completed ZBRA in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 7.5s
[2025-12-11T20:36:35.297652] [INFO ] [sig       ] [3584/3605] Forecasting ZD...
[2025-12-11T20:36:35.297687] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-11T20:36:35.297720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-11T20:36:35.309034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-11T20:36:35.309354] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-11T20:36:35.310123] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-11T20:36:35.310174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:35.310205] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:35.310231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:35.310286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:35.365780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:35.366595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:35.366686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:35.366726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:35.485217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:35.485373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:35.485415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:35.485443] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:35.488923] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=25.89%)
[2025-12-11T20:36:35.489217] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-11T20:36:35.489349] [INFO ] [sig       ] ZD: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:35.628814] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZD.txt
[2025-12-11T20:36:35.628948] [INFO ] [sig       ] [3584/3605] Completed ZD in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 7.1s
[2025-12-11T20:36:35.628986] [INFO ] [sig       ] [3585/3605] Forecasting ZEPP...
[2025-12-11T20:36:35.629015] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-11T20:36:35.629043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-11T20:36:35.640776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-11T20:36:35.641165] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-11T20:36:35.641971] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-11T20:36:35.642023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:35.642055] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:35.642081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:35.642149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:35.698690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:35.699563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:35.699665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:35.699698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:35.807649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:35.807808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:35.807873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:35.807904] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:35.811265] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-11T20:36:35.811541] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-11T20:36:35.811683] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:35.952794] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZEPP.txt
[2025-12-11T20:36:35.952933] [INFO ] [sig       ] [3585/3605] Completed ZEPP in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 6.8s
[2025-12-11T20:36:35.952970] [INFO ] [sig       ] [3586/3605] Forecasting ZETA...
[2025-12-11T20:36:35.952998] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-11T20:36:35.953027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-11T20:36:35.964705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-11T20:36:35.965016] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-11T20:36:35.965773] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-11T20:36:35.965824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:35.965854] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:35.965879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:35.965934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:36.021802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:36.022553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:36.022649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:36.022681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:36.148004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:36.148182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:36.148228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:36.148290] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:36.151868] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-11T20:36:36.152136] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-11T20:36:36.152256] [INFO ] [sig       ] ZETA: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:36.292374] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZETA.txt
[2025-12-11T20:36:36.292536] [INFO ] [sig       ] [3586/3605] Completed ZETA in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 6.5s
[2025-12-11T20:36:36.292593] [INFO ] [sig       ] [3587/3605] Forecasting ZEUS...
[2025-12-11T20:36:36.292626] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-11T20:36:36.292655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-11T20:36:36.304606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-11T20:36:36.304979] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-11T20:36:36.305783] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-11T20:36:36.305835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:36.305867] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:36.305893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:36.305949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:36.364083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:36.364958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:36.365038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:36.365069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:36.484081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:36.484232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:36.484272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:36.484300] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:36.487597] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=60.05%)
[2025-12-11T20:36:36.487901] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-11T20:36:36.488034] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:36.625956] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZEUS.txt
[2025-12-11T20:36:36.626087] [INFO ] [sig       ] [3587/3605] Completed ZEUS in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 6.1s
[2025-12-11T20:36:36.626126] [INFO ] [sig       ] [3588/3605] Forecasting ZG...
[2025-12-11T20:36:36.626154] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-11T20:36:36.626183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-11T20:36:36.638462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-11T20:36:36.638766] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-11T20:36:36.639497] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-11T20:36:36.639546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:36.639595] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:36.639624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:36.639680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:36.695817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:36.696507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:36.696601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:36.696636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:36.817757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:36.817929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:36.817971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:36.818002] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:36.821416] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-11T20:36:36.821718] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-11T20:36:36.821862] [INFO ] [sig       ] ZG: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:36.967861] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZG.txt
[2025-12-11T20:36:36.968027] [INFO ] [sig       ] [3588/3605] Completed ZG in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 5.8s
[2025-12-11T20:36:36.968070] [INFO ] [sig       ] [3589/3605] Forecasting ZGN...
[2025-12-11T20:36:36.968103] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-11T20:36:36.968145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-11T20:36:36.980080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-11T20:36:36.980398] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-11T20:36:36.981160] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-11T20:36:36.981211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:36.981241] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:36.981268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:36.981322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:37.039008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:37.039826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:37.039909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:37.039941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:37.162083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:37.162235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:37.162275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:37.162302] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:37.165549] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: UP (p=57.83%)
[2025-12-11T20:36:37.165834] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-11T20:36:37.165955] [INFO ] [sig       ] ZGN: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:37.303377] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZGN.txt
[2025-12-11T20:36:37.303529] [INFO ] [sig       ] [3589/3605] Completed ZGN in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 5.4s
[2025-12-11T20:36:37.303588] [INFO ] [sig       ] [3590/3605] Forecasting ZH...
[2025-12-11T20:36:37.303622] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-11T20:36:37.303652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-11T20:36:37.315256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-11T20:36:37.315635] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-11T20:36:37.316397] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-11T20:36:37.316449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:37.316481] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:37.316507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:37.316562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:37.374747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:37.375626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:37.375708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:37.375744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:37.494375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:37.494534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:37.494598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:37.494639] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:37.498155] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=71.00%)
[2025-12-11T20:36:37.498431] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-11T20:36:37.498558] [INFO ] [sig       ] ZH: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:37.643178] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZH.txt
[2025-12-11T20:36:37.643333] [INFO ] [sig       ] [3590/3605] Completed ZH in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 5.1s
[2025-12-11T20:36:37.643373] [INFO ] [sig       ] [3591/3605] Forecasting ZIM...
[2025-12-11T20:36:37.643402] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-11T20:36:37.643430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-11T20:36:37.655430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-11T20:36:37.655738] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-11T20:36:37.656507] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-11T20:36:37.656559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:37.656615] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:37.656643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:37.656699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:37.719860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:37.720766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:37.720868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:37.720915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:37.842436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:37.842611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:37.842654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:37.842683] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:37.846060] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-11T20:36:37.846328] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-11T20:36:37.846448] [INFO ] [sig       ] ZIM: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:37.986708] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZIM.txt
[2025-12-11T20:36:37.986839] [INFO ] [sig       ] [3591/3605] Completed ZIM in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 4.8s
[2025-12-11T20:36:37.986878] [INFO ] [sig       ] [3592/3605] Forecasting ZION...
[2025-12-11T20:36:37.986907] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-11T20:36:37.986936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-11T20:36:37.998232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-11T20:36:37.998518] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-11T20:36:37.999266] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-11T20:36:37.999317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:37.999349] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:37.999375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:37.999431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:38.055551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:38.056310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:38.056388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:38.056421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:38.179310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:38.179470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:38.179510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:38.179540] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:38.182911] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-12-11T20:36:38.183199] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-11T20:36:38.183321] [INFO ] [sig       ] ZION: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:38.324356] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZION.txt
[2025-12-11T20:36:38.324504] [INFO ] [sig       ] [3592/3605] Completed ZION in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 4.4s
[2025-12-11T20:36:38.324544] [INFO ] [sig       ] [3593/3605] Forecasting ZIP...
[2025-12-11T20:36:38.324591] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-11T20:36:38.324623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-11T20:36:38.335683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-11T20:36:38.336023] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-11T20:36:38.336802] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-11T20:36:38.336853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:38.336885] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:38.336912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:38.336968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:38.397427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:38.401424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:38.401624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:38.401662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:38.524824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:38.524971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:38.525010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:38.525038] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:38.528361] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-12-11T20:36:38.528665] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-11T20:36:38.528801] [INFO ] [sig       ] ZIP: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:38.668033] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZIP.txt
[2025-12-11T20:36:38.668165] [INFO ] [sig       ] [3593/3605] Completed ZIP in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 4.1s
[2025-12-11T20:36:38.668204] [INFO ] [sig       ] [3594/3605] Forecasting ZLAB...
[2025-12-11T20:36:38.668233] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-11T20:36:38.668264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-11T20:36:38.679931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-11T20:36:38.680232] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-11T20:36:38.680980] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-11T20:36:38.681029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:38.681060] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:38.681085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:38.681139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:38.737783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:38.738545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:38.738640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:38.738673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:38.860324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:38.860468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:38.860522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:38.860550] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:38.863881] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=35.73%)
[2025-12-11T20:36:38.864141] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-11T20:36:38.864260] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:39.001419] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZLAB.txt
[2025-12-11T20:36:39.001546] [INFO ] [sig       ] [3594/3605] Completed ZLAB in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 3.7s
[2025-12-11T20:36:39.001600] [INFO ] [sig       ] [3595/3605] Forecasting ZM...
[2025-12-11T20:36:39.001634] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-11T20:36:39.001664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-11T20:36:39.013054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-11T20:36:39.013327] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-11T20:36:39.014092] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-11T20:36:39.014142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:39.014173] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:39.014199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:39.014256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:39.070812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:39.071430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:39.071504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:39.071535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:39.190865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:39.191015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:39.191054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:39.191081] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:39.194403] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2025-12-11T20:36:39.194692] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-11T20:36:39.194809] [INFO ] [sig       ] ZM: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:39.335042] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZM.txt
[2025-12-11T20:36:39.335191] [INFO ] [sig       ] [3595/3605] Completed ZM in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 3.4s
[2025-12-11T20:36:39.335228] [INFO ] [sig       ] [3596/3605] Forecasting ZNTL...
[2025-12-11T20:36:39.335259] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-11T20:36:39.335288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-11T20:36:39.347648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-11T20:36:39.348066] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-11T20:36:39.348964] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-11T20:36:39.349018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:39.349052] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:39.349078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:39.349134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:39.409875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:39.410994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:39.411079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:39.411113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:39.555791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:39.555973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:39.556031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:39.556072] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:39.561130] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-11T20:36:39.561660] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-11T20:36:39.561862] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:39.704605] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZNTL.txt
[2025-12-11T20:36:39.704791] [INFO ] [sig       ] [3596/3605] Completed ZNTL in 0.4s | 2.94 sym/s | Total: 20.4m | ETA: 3.1s
[2025-12-11T20:36:39.704838] [INFO ] [sig       ] [3597/3605] Forecasting ZS...
[2025-12-11T20:36:39.704867] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-11T20:36:39.704896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-11T20:36:39.720396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-11T20:36:39.720926] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-11T20:36:39.722145] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-11T20:36:39.722219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:39.722266] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:39.722308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:39.722398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:39.786689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:39.787548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:39.787656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:39.787691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:39.910210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:39.910363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:39.910402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:39.910430] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:39.913781] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-12-11T20:36:39.914054] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-11T20:36:39.914173] [INFO ] [sig       ] ZS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:40.052727] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZS.txt
[2025-12-11T20:36:40.052874] [INFO ] [sig       ] [3597/3605] Completed ZS in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 2.7s
[2025-12-11T20:36:40.052915] [INFO ] [sig       ] [3598/3605] Forecasting ZTO...
[2025-12-11T20:36:40.052944] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-11T20:36:40.052972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-11T20:36:40.064569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-11T20:36:40.064914] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-11T20:36:40.065682] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-11T20:36:40.065733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:40.065777] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:40.065804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:40.065860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:40.122344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:40.123203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:40.123285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:40.123318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:40.244048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:40.244201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:40.244240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:40.244267] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:40.247587] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-12-11T20:36:40.247886] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-11T20:36:40.248009] [INFO ] [sig       ] ZTO: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:40.389603] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZTO.txt
[2025-12-11T20:36:40.389768] [INFO ] [sig       ] [3598/3605] Completed ZTO in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 2.4s
[2025-12-11T20:36:40.389812] [INFO ] [sig       ] [3599/3605] Forecasting ZTS...
[2025-12-11T20:36:40.389843] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-11T20:36:40.389873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-11T20:36:40.402314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-11T20:36:40.402681] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-11T20:36:40.403490] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-11T20:36:40.403558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:40.403635] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:40.403673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:40.403747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:40.462551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:40.463407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:40.463488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:40.463520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:40.586868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:40.587021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:40.587062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:40.587091] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:40.590396] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-11T20:36:40.590716] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-11T20:36:40.590838] [INFO ] [sig       ] ZTS: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:40.730821] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZTS.txt
[2025-12-11T20:36:40.730981] [INFO ] [sig       ] [3599/3605] Completed ZTS in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 2.0s
[2025-12-11T20:36:40.731019] [INFO ] [sig       ] [3600/3605] Forecasting ZUMZ...
[2025-12-11T20:36:40.731051] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-11T20:36:40.731081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-11T20:36:40.743217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-11T20:36:40.743622] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-11T20:36:40.744441] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-11T20:36:40.744495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:40.744553] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:40.744605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:40.744667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:40.801671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:40.802501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:40.802600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:40.802634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:40.924330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:40.924478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:40.924517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:40.924544] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:40.927838] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-12-11T20:36:40.928142] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-11T20:36:40.928263] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:41.068638] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZUMZ.txt
[2025-12-11T20:36:41.068786] [INFO ] [sig       ] [3600/3605] Completed ZUMZ in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 1.7s
[2025-12-11T20:36:41.068825] [INFO ] [sig       ] [3601/3605] Forecasting ZURA...
[2025-12-11T20:36:41.068856] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-11T20:36:41.068885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-11T20:36:41.080496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-11T20:36:41.080845] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-11T20:36:41.081619] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-11T20:36:41.081669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:41.081700] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:41.081726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:41.081781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:41.140221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:41.141088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:41.141171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:41.141202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:41.265171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:41.265325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:41.265366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:41.265395] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:41.269207] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-11T20:36:41.269538] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-11T20:36:41.269693] [INFO ] [sig       ] ZURA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:41.417429] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZURA.txt
[2025-12-11T20:36:41.417594] [INFO ] [sig       ] [3601/3605] Completed ZURA in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 1.4s
[2025-12-11T20:36:41.417636] [INFO ] [sig       ] [3602/3605] Forecasting ZVIA...
[2025-12-11T20:36:41.417674] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-11T20:36:41.417704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-11T20:36:41.430329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-11T20:36:41.430668] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-11T20:36:41.431475] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-11T20:36:41.431528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:41.431562] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:41.431621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:41.431679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:41.492135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:41.493123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:41.493218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:41.493252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:41.617147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:41.617307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:41.617347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:41.617376] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:41.622824] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=66.83%)
[2025-12-11T20:36:41.623269] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-11T20:36:41.623459] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:41.774685] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZVIA.txt
[2025-12-11T20:36:41.774841] [INFO ] [sig       ] [3602/3605] Completed ZVIA in 0.4s | 2.94 sym/s | Total: 20.4m | ETA: 1.0s
[2025-12-11T20:36:41.774883] [INFO ] [sig       ] [3603/3605] Forecasting ZVRA...
[2025-12-11T20:36:41.774913] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-11T20:36:41.774942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-11T20:36:41.790826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-11T20:36:41.791293] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-11T20:36:41.792449] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-11T20:36:41.792522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:41.792596] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:41.792646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:41.792739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:41.861257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:41.862136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:41.862227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:41.862260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:41.979117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:41.979265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:41.979305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:41.979365] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:41.982658] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2025-12-11T20:36:41.982935] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-11T20:36:41.983059] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-11: UP (sign=1.00)
[2025-12-11T20:36:42.134167] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-12	1 -> ./output/forecasts/individual/2025-12-12/ZVRA.txt
[2025-12-11T20:36:42.134364] [INFO ] [sig       ] [3603/3605] Completed ZVRA in 0.4s | 2.94 sym/s | Total: 20.4m | ETA: 0.7s
[2025-12-11T20:36:42.134418] [INFO ] [sig       ] [3604/3605] Forecasting ZWS...
[2025-12-11T20:36:42.134449] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-11T20:36:42.134491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-11T20:36:42.148037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-11T20:36:42.148446] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-11T20:36:42.149458] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-11T20:36:42.149530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:42.149613] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:42.149662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:42.149727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:42.217937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:42.218911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:42.218998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:42.219031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:42.341369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:42.341523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:42.341564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:42.341623] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:42.344900] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-11T20:36:42.345160] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-11T20:36:42.345282] [INFO ] [sig       ] ZWS: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:42.485111] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZWS.txt
[2025-12-11T20:36:42.485262] [INFO ] [sig       ] [3604/3605] Completed ZWS in 0.4s | 2.94 sym/s | Total: 20.4m | ETA: 0.3s
[2025-12-11T20:36:42.485301] [INFO ] [sig       ] [3605/3605] Forecasting ZYME...
[2025-12-11T20:36:42.485330] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-11T20:36:42.485359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-11T20:36:42.496544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-11T20:36:42.496811] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-11T20:36:42.497545] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-11T20:36:42.497613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-11T20:36:42.497645] [DEBUG] [FORECASTER] Starting train method
[2025-12-11T20:36:42.497671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-11T20:36:42.497725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-11T20:36:42.557455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-11T20:36:42.558416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-11T20:36:42.558497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-11T20:36:42.558529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-11T20:36:42.676210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-11T20:36:42.676363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-11T20:36:42.676402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-11T20:36:42.676462] [INFO ] [FORECASTER] Training complete
[2025-12-11T20:36:42.679848] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-12-11T20:36:42.680147] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-11T20:36:42.680273] [INFO ] [sig       ] ZYME: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-11T20:36:42.819167] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/ZYME.txt
[2025-12-11T20:36:42.819318] [INFO ] [sig       ] [3605/3605] Completed ZYME in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 0.0s
[2025-12-11T20:36:42.819357] [INFO ] [sig       ] ==================================================
[2025-12-11T20:36:42.819387] [INFO ] [sig       ] Forecasts complete: 3605/3605 symbols succeeded
[2025-12-11T20:36:42.819416] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-11T20:36:42.819450] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-11T20:36:42.819829] [INFO ] [sig       ] Found 43 forecast dates to process
[2025-12-11T20:36:42.819871] [INFO ] [sig       ] [1/43] Processing report for 2025-10-10...
[2025-12-11T20:36:42.819914] [INFO ] [sig       ] [1/43] Report for 2025-10-10 already exists, skipping...
[2025-12-11T20:36:42.819943] [INFO ] [sig       ] [2/43] Processing report for 2025-10-13...
[2025-12-11T20:36:42.819976] [INFO ] [sig       ] [2/43] Report for 2025-10-13 already exists, skipping...
[2025-12-11T20:36:42.820003] [INFO ] [sig       ] [3/43] Processing report for 2025-10-14...
[2025-12-11T20:36:42.820034] [INFO ] [sig       ] [3/43] Report for 2025-10-14 already exists, skipping...
[2025-12-11T20:36:42.820059] [INFO ] [sig       ] [4/43] Processing report for 2025-10-15...
[2025-12-11T20:36:42.820090] [INFO ] [sig       ] [4/43] Report for 2025-10-15 already exists, skipping...
[2025-12-11T20:36:42.820116] [INFO ] [sig       ] [5/43] Processing report for 2025-10-16...
[2025-12-11T20:36:42.820146] [INFO ] [sig       ] [5/43] Report for 2025-10-16 already exists, skipping...
[2025-12-11T20:36:42.820171] [INFO ] [sig       ] [6/43] Processing report for 2025-10-17...
[2025-12-11T20:36:42.820200] [INFO ] [sig       ] [6/43] Report for 2025-10-17 already exists, skipping...
[2025-12-11T20:36:42.820224] [INFO ] [sig       ] [7/43] Processing report for 2025-10-20...
[2025-12-11T20:36:42.820254] [INFO ] [sig       ] [7/43] Report for 2025-10-20 already exists, skipping...
[2025-12-11T20:36:42.820278] [INFO ] [sig       ] [8/43] Processing report for 2025-10-21...
[2025-12-11T20:36:42.820307] [INFO ] [sig       ] [8/43] Report for 2025-10-21 already exists, skipping...
[2025-12-11T20:36:42.820331] [INFO ] [sig       ] [9/43] Processing report for 2025-10-22...
[2025-12-11T20:36:42.820361] [INFO ] [sig       ] [9/43] Report for 2025-10-22 already exists, skipping...
[2025-12-11T20:36:42.820386] [INFO ] [sig       ] [10/43] Processing report for 2025-10-23...
[2025-12-11T20:36:42.820415] [INFO ] [sig       ] [10/43] Report for 2025-10-23 already exists, skipping...
[2025-12-11T20:36:42.820468] [INFO ] [sig       ] [11/43] Processing report for 2025-10-24...
[2025-12-11T20:36:42.820499] [INFO ] [sig       ] [11/43] Report for 2025-10-24 already exists, skipping...
[2025-12-11T20:36:42.820525] [INFO ] [sig       ] [12/43] Processing report for 2025-10-27...
[2025-12-11T20:36:42.820555] [INFO ] [sig       ] [12/43] Report for 2025-10-27 already exists, skipping...
[2025-12-11T20:36:42.820597] [INFO ] [sig       ] [13/43] Processing report for 2025-10-28...
[2025-12-11T20:36:42.820630] [INFO ] [sig       ] [13/43] Report for 2025-10-28 already exists, skipping...
[2025-12-11T20:36:42.820655] [INFO ] [sig       ] [14/43] Processing report for 2025-10-30...
[2025-12-11T20:36:42.820685] [INFO ] [sig       ] [14/43] Report for 2025-10-30 already exists, skipping...
[2025-12-11T20:36:42.820710] [INFO ] [sig       ] [15/43] Processing report for 2025-10-31...
[2025-12-11T20:36:42.820740] [INFO ] [sig       ] [15/43] Report for 2025-10-31 already exists, skipping...
[2025-12-11T20:36:42.820789] [INFO ] [sig       ] [16/43] Processing report for 2025-11-03...
[2025-12-11T20:36:42.820820] [INFO ] [sig       ] [16/43] Report for 2025-11-03 already exists, skipping...
[2025-12-11T20:36:42.820846] [INFO ] [sig       ] [17/43] Processing report for 2025-11-04...
[2025-12-11T20:36:42.820878] [INFO ] [sig       ] [17/43] Report for 2025-11-04 already exists, skipping...
[2025-12-11T20:36:42.820905] [INFO ] [sig       ] [18/43] Processing report for 2025-11-05...
[2025-12-11T20:36:42.820934] [INFO ] [sig       ] [18/43] Report for 2025-11-05 already exists, skipping...
[2025-12-11T20:36:42.820959] [INFO ] [sig       ] [19/43] Processing report for 2025-11-06...
[2025-12-11T20:36:42.820989] [INFO ] [sig       ] [19/43] Report for 2025-11-06 already exists, skipping...
[2025-12-11T20:36:42.821013] [INFO ] [sig       ] [20/43] Processing report for 2025-11-07...
[2025-12-11T20:36:42.821042] [INFO ] [sig       ] [20/43] Report for 2025-11-07 already exists, skipping...
[2025-12-11T20:36:42.821067] [INFO ] [sig       ] [21/43] Processing report for 2025-11-10...
[2025-12-11T20:36:42.821096] [INFO ] [sig       ] [21/43] Report for 2025-11-10 already exists, skipping...
[2025-12-11T20:36:42.821120] [INFO ] [sig       ] [22/43] Processing report for 2025-11-11...
[2025-12-11T20:36:42.821149] [INFO ] [sig       ] [22/43] Report for 2025-11-11 already exists, skipping...
[2025-12-11T20:36:42.821173] [INFO ] [sig       ] [23/43] Processing report for 2025-11-12...
[2025-12-11T20:36:42.821202] [INFO ] [sig       ] [23/43] Report for 2025-11-12 already exists, skipping...
[2025-12-11T20:36:42.821227] [INFO ] [sig       ] [24/43] Processing report for 2025-11-13...
[2025-12-11T20:36:42.821255] [INFO ] [sig       ] [24/43] Report for 2025-11-13 already exists, skipping...
[2025-12-11T20:36:42.821279] [INFO ] [sig       ] [25/43] Processing report for 2025-11-17...
[2025-12-11T20:36:42.821308] [INFO ] [sig       ] [25/43] Report for 2025-11-17 already exists, skipping...
[2025-12-11T20:36:42.821332] [INFO ] [sig       ] [26/43] Processing report for 2025-11-18...
[2025-12-11T20:36:42.821361] [INFO ] [sig       ] [26/43] Report for 2025-11-18 already exists, skipping...
[2025-12-11T20:36:42.821386] [INFO ] [sig       ] [27/43] Processing report for 2025-11-19...
[2025-12-11T20:36:42.821415] [INFO ] [sig       ] [27/43] Report for 2025-11-19 already exists, skipping...
[2025-12-11T20:36:42.821440] [INFO ] [sig       ] [28/43] Processing report for 2025-11-20...
[2025-12-11T20:36:42.821469] [INFO ] [sig       ] [28/43] Report for 2025-11-20 already exists, skipping...
[2025-12-11T20:36:42.821493] [INFO ] [sig       ] [29/43] Processing report for 2025-11-21...
[2025-12-11T20:36:42.821522] [INFO ] [sig       ] [29/43] Report for 2025-11-21 already exists, skipping...
[2025-12-11T20:36:42.821548] [INFO ] [sig       ] [30/43] Processing report for 2025-11-24...
[2025-12-11T20:36:42.821602] [INFO ] [sig       ] [30/43] Report for 2025-11-24 already exists, skipping...
[2025-12-11T20:36:42.821631] [INFO ] [sig       ] [31/43] Processing report for 2025-11-25...
[2025-12-11T20:36:42.821661] [INFO ] [sig       ] [31/43] Report for 2025-11-25 already exists, skipping...
[2025-12-11T20:36:42.821685] [INFO ] [sig       ] [32/43] Processing report for 2025-11-26...
[2025-12-11T20:36:42.821716] [INFO ] [sig       ] [32/43] Report for 2025-11-26 already exists, skipping...
[2025-12-11T20:36:42.821740] [INFO ] [sig       ] [33/43] Processing report for 2025-11-28...
[2025-12-11T20:36:42.821770] [INFO ] [sig       ] [33/43] Report for 2025-11-28 already exists, skipping...
[2025-12-11T20:36:42.821795] [INFO ] [sig       ] [34/43] Processing report for 2025-12-01...
[2025-12-11T20:36:42.821840] [INFO ] [sig       ] [34/43] Report for 2025-12-01 already exists, skipping...
[2025-12-11T20:36:42.821871] [INFO ] [sig       ] [35/43] Processing report for 2025-12-02...
[2025-12-11T20:36:42.821907] [INFO ] [sig       ] [35/43] Report for 2025-12-02 already exists, skipping...
[2025-12-11T20:36:42.821952] [INFO ] [sig       ] [36/43] Processing report for 2025-12-03...
[2025-12-11T20:36:42.821991] [INFO ] [sig       ] [36/43] Report for 2025-12-03 already exists, skipping...
[2025-12-11T20:36:42.822017] [INFO ] [sig       ] [37/43] Processing report for 2025-12-04...
[2025-12-11T20:36:42.822046] [INFO ] [sig       ] [37/43] Report for 2025-12-04 already exists, skipping...
[2025-12-11T20:36:42.822072] [INFO ] [sig       ] [38/43] Processing report for 2025-12-05...
[2025-12-11T20:36:42.822101] [INFO ] [sig       ] [38/43] Report for 2025-12-05 already exists, skipping...
[2025-12-11T20:36:42.822126] [INFO ] [sig       ] [39/43] Processing report for 2025-12-08...
[2025-12-11T20:36:42.822155] [INFO ] [sig       ] [39/43] Report for 2025-12-08 already exists, skipping...
[2025-12-11T20:36:42.822180] [INFO ] [sig       ] [40/43] Processing report for 2025-12-09...
[2025-12-11T20:36:42.822209] [INFO ] [sig       ] [40/43] Report for 2025-12-09 already exists, skipping...
[2025-12-11T20:36:42.822233] [INFO ] [sig       ] [41/43] Processing report for 2025-12-10...
[2025-12-11T20:36:42.822262] [INFO ] [sig       ] [41/43] Report for 2025-12-10 already exists, skipping...
[2025-12-11T20:36:42.822286] [INFO ] [sig       ] [42/43] Processing report for 2025-12-11...
[2025-12-11T20:36:42.822315] [INFO ] [sig       ] [42/43] Report for 2025-12-11 already exists, skipping...
[2025-12-11T20:36:42.822340] [INFO ] [sig       ] [43/43] Processing report for 2025-12-12...
[2025-12-11T20:36:42.891528] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.891936] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.892259] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.892346] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.892652] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-11T20:36:42.892923] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.893197] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.893501] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.893771] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.894133] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.894457] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-11T20:36:42.894731] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.895050] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.895409] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.895859] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.896199] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.896505] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-11T20:36:42.896795] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-11T20:36:42.897098] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-11T20:36:42.897399] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.897650] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.897964] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.898314] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.898665] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-11T20:36:42.898736] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.899088] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-11T20:36:42.899160] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-11T20:36:42.899468] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.899834] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.900165] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.900417] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.900677] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.900931] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-11T20:36:42.901230] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-11T20:36:42.901488] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.901558] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.901823] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-11T20:36:42.902069] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.902367] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.902624] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.902862] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-11T20:36:42.902929] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-11T20:36:42.902988] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.903079] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.903325] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.903596] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.903673] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.903964] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.904034] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.904318] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.904611] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.904873] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.905171] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.905241] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.905523] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.905834] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.906100] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.906343] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.906635] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.906901] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.907141] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-11T20:36:42.907435] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.907729] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.907810] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.908093] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.908385] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.908688] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.908947] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-11T20:36:42.909235] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.909536] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-11T20:36:42.909853] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.910147] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.910387] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-11T20:36:42.910628] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.910867] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-11T20:36:42.911106] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-11T20:36:42.911393] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.911634] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.911949] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.912253] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-11T20:36:42.912587] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.912888] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.913257] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.913538] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.913860] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.914164] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.914422] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.914725] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.914796] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-11T20:36:42.915049] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.915375] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-11T20:36:42.915629] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.915875] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.916118] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-11T20:36:42.916409] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.916656] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.916955] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-11T20:36:42.917225] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-11T20:36:42.917532] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.917811] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.918113] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.918389] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.918681] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-11T20:36:42.918942] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.919180] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.919248] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.919530] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.919799] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-11T20:36:42.920122] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.920191] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-11T20:36:42.920432] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.920737] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-11T20:36:42.921044] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.921346] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.921425] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.921676] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.921985] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.922062] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.922357] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.922661] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-11T20:36:42.922957] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-11T20:36:42.923264] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.923333] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.923591] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.923843] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.924180] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-11T20:36:42.924250] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.924309] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.924380] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.924643] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.924892] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-11T20:36:42.925136] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.925425] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.925717] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.926011] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.926303] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.926596] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-11T20:36:42.926893] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-11T20:36:42.927132] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.927405] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.927474] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.927767] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.928046] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.928118] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.928353] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-11T20:36:42.928648] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.928889] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.929147] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.929218] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.929455] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.929712] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.930020] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-11T20:36:42.930321] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-11T20:36:42.930569] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.930835] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.931173] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.931438] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.931694] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-11T20:36:42.931767] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-11T20:36:42.932012] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-11T20:36:42.932313] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.932568] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.932892] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.933163] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.933455] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.933790] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.934069] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.934345] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-11T20:36:42.934697] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.935032] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.935103] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.935407] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.935478] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.935724] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.935797] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.936100] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-11T20:36:42.936418] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.936703] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-11T20:36:42.936952] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.937252] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-11T20:36:42.937550] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.937817] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.938109] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.938385] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.938639] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-11T20:36:42.938886] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.939137] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.939431] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.939679] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.939953] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.940207] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.940482] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-11T20:36:42.940793] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.940865] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.941106] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-11T20:36:42.941403] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.941705] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.942035] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.942108] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-11T20:36:42.942353] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.942607] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.942679] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.942965] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.943208] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.943470] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.943554] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.943669] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.943735] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.943979] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-11T20:36:42.944050] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-11T20:36:42.944353] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.944422] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.944723] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.944999] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.945316] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.945672] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.945937] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.946192] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.946485] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.946744] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.947043] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.947292] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.947616] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-11T20:36:42.947893] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.948207] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.948516] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.948841] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.949148] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.949430] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.949769] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.949865] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-11T20:36:42.951934] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.952203] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.956227] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.956506] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.957864] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.957937] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.958194] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.958507] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.958840] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.959098] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.959354] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.959620] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.959922] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.960225] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.960311] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.960552] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.960643] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.960887] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.960957] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.961194] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.961490] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.961734] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.962036] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-11T20:36:42.962329] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-11T20:36:42.962625] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-11T20:36:42.962918] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.962988] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.963275] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.963620] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.963724] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.964277] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-11T20:36:42.964380] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.964661] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.964998] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-11T20:36:42.965279] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.965566] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.965924] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-11T20:36:42.966025] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-11T20:36:42.966294] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.966614] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.966950] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.967249] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.967527] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-11T20:36:42.967980] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-11T20:36:42.968617] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.971147] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-11T20:36:42.971594] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-11T20:36:42.971912] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.972262] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.972614] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.972711] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.972811] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.973145] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-11T20:36:42.973491] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.973822] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-11T20:36:42.974152] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.974436] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.974716] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.975011] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.976972] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-11T20:36:42.977247] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-11T20:36:42.977319] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.977603] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-11T20:36:42.977676] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-11T20:36:42.977948] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-11T20:36:42.978202] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.978273] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.978546] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.978811] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-11T20:36:42.979121] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-11T20:36:42.979424] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.979685] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-11T20:36:42.979958] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-11T20:36:42.980201] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.980497] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.980784] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.981038] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-11T20:36:42.981276] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.981532] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.981813] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.982070] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-11T20:36:42.982358] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.982660] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.982930] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-11T20:36:42.983221] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-11T20:36:42.983505] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.983813] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.983885] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.984150] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.984396] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.984651] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.984719] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.984951] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.985237] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.985525] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.985837] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-11T20:36:42.986095] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.986352] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.986654] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-11T20:36:42.986894] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.987191] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.987448] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.987519] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.987782] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.987883] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.988127] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.988418] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.988662] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.988954] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-11T20:36:42.989195] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.989452] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.989692] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.989950] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.990217] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.990593] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.990891] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-11T20:36:42.990963] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.991205] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-11T20:36:42.991447] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.991744] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-11T20:36:42.991819] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.992058] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.992376] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-11T20:36:42.992678] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.992968] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-11T20:36:42.993251] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-11T20:36:42.993503] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.993812] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.994056] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.994343] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.994594] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.994665] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.994895] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-11T20:36:42.995165] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.995457] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-11T20:36:42.995712] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.996010] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-12-11T20:36:42.996312] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.996599] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-11T20:36:42.996837] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-11T20:36:42.996919] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-11T20:36:42.997203] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-11T20:36:42.997282] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-11T20:36:42.997512] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.997817] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-11T20:36:42.998141] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-11T20:36:42.998427] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-11T20:36:42.998714] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-11T20:36:42.998998] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-11T20:36:42.999068] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-11T20:36:42.999360] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-11T20:36:42.999614] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-11T20:36:42.999849] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.000119] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.000405] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.000662] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.000904] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.001203] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.001492] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.001799] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.001870] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.002126] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.002419] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.002705] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.002993] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-11T20:36:43.003286] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.003621] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.003871] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.004115] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.004360] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.004623] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.004885] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.005136] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.005424] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.005702] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.005947] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.006018] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.006245] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.006536] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.006632] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.006910] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.007142] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.007421] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.007489] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.007550] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.007877] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.008122] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.008357] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.008642] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.008712] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.008957] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.009194] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.009478] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.009723] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.009962] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.010244] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.010539] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.010632] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.010931] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.011247] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.011542] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.011824] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.012132] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.012209] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.012471] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.012716] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.012786] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.013067] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.013357] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.013599] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.013894] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.013963] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.014255] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.014510] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.014771] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.015062] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.015131] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.015414] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.015483] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.015543] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.015851] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.015921] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.016163] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.016248] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.016538] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.016630] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.016928] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.017228] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.017298] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.017602] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.017882] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.018179] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.018431] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.018690] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.018952] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.019215] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.019501] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.019738] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.020027] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.020277] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.020532] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.020800] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.021058] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.021128] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.021420] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.021721] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.021800] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.022052] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.022313] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.022556] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.022840] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.023152] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.023232] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.023295] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.023603] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.023852] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.024152] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.024430] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.024712] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.024990] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.025267] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.025547] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.025640] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.025864] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.026107] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.026345] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.026626] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.026901] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.027179] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.027250] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.027494] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.027563] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.027977] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.028266] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.028561] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.028674] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.028943] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.029251] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.029523] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.029783] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.030014] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.030085] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.030308] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.030390] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.030675] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.031068] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.031516] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.031842] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.031922] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.032162] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.032233] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.032525] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.032834] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.033068] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.033322] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.033800] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.034051] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.034362] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.034444] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.034703] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.034998] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.035254] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.035484] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.035549] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.035816] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.035892] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.036142] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.036371] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.036657] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.036891] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.037122] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.037351] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.037418] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.037640] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.037931] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.038168] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.038447] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.038676] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.038954] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.039229] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.039474] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.039773] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.040057] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.040286] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.040513] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.040812] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.041099] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.041325] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.041554] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.041804] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.041870] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.042109] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.042350] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.042430] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.042675] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.042926] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.043166] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.043414] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.043693] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.043942] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.044024] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.044333] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.044652] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.045539] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.045818] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.046072] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.046395] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.046710] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.046968] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.047286] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.047370] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.047620] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.047944] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.048251] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.048320] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.048610] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.048896] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.049141] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.049428] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.049659] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.049903] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.050180] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.050439] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.050685] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.050943] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.051012] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.051073] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.051384] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.051764] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.052237] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.052592] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.052913] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.053180] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.053444] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.053742] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.054035] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.054267] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.054501] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.054570] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.054874] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.055133] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.055441] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.055746] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.056066] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.056334] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.056619] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.056884] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.057143] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.057390] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.057682] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.058048] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.058117] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.058368] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.058616] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.058867] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.059173] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.059431] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.059746] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.060002] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.060242] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.060544] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.060820] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.061069] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.061356] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.061421] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.061678] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.061910] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.062187] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.062464] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.062692] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.062941] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.063188] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.063464] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.063720] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.064007] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.064072] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.064345] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.064679] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-11T20:36:43.064964] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.065203] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.065434] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.065683] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.065923] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.066204] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.066497] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.066801] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.067060] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.067314] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.067617] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.067696] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.068005] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.068314] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.068605] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.068671] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.068897] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.069128] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.069434] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.069681] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.069927] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.070200] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.070478] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.070765] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.071098] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.071375] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.071653] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.071946] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.072218] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.072539] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.072875] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.073198] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.074223] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.074502] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.074850] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.074926] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.075248] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.075547] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.075852] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.076113] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.076370] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.076626] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.076935] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.077010] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.077316] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.077639] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.077942] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.078278] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.078609] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.078933] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.079329] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.079403] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.079772] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.080040] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.080335] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.080639] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.080713] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.080970] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.081213] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.081470] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.081776] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.082065] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.082300] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.082372] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.082431] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.082703] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.083045] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.083343] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.083601] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.083833] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.084091] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.084325] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-11T20:36:43.084622] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.084854] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.085106] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.085384] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.085664] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.085898] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.086181] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.086250] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.086310] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.086603] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.086676] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.086735] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.087010] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.087294] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.087591] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-11T20:36:43.087841] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.087958] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.088250] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.088322] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.088597] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.088934] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.089177] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.089462] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.089703] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.089942] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.090230] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.090511] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.090832] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.091117] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.091379] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.091664] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.091735] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.092012] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.092255] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.092325] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.092607] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.092678] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.092899] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.093189] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.093259] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.093540] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.093797] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.094027] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.094260] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.094540] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.094631] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-11T20:36:43.094868] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.095150] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.095430] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.095664] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.095947] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.096184] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.096468] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.096717] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.096996] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.097276] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.097518] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.097793] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.098084] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.098154] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.098430] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.098499] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.098738] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.098974] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.099206] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.099466] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.099699] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.099928] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.100213] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.100520] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.100611] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.100898] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.101134] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.101375] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.101637] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.101995] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.102274] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.102589] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.102900] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.103153] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.103404] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.103484] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.103743] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.103813] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.104116] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.104425] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.104495] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.104744] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.105009] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.105090] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.105339] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.105622] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.105914] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.106167] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.106430] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.106732] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.107012] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.107250] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.107497] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.107778] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.108104] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.108357] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.108602] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.108906] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.109188] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.109477] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.109757] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.110034] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-11T20:36:43.110262] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.110514] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.110782] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.111063] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.111337] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.111672] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.111943] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.112278] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.112608] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.112922] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.113240] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.113558] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.113898] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.114214] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.114291] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.114607] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.114887] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.115209] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.115285] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.115545] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.115884] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.116208] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.116285] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.116607] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.116684] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.116939] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.117203] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.117468] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.117731] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.117807] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.118099] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.118415] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.118710] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.119037] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.119116] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.119394] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.119659] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.119738] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.120052] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.120372] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.120694] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.120961] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.121227] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.121509] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.121796] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.122115] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.122380] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.122782] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.123120] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.123385] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.123701] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.124016] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.124750] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.125660] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.126071] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.126363] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.126446] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.126741] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.127032] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.127321] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.127612] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.127872] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.128140] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.128439] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.128733] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.129040] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.129290] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.129604] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.129881] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.130164] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.130466] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.130544] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.130894] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.131218] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.131287] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.131562] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.131904] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.132162] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.132417] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.132728] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.133041] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.133354] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.133605] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.133859] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.134116] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.134376] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.134689] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.134994] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.135295] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.135595] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.135908] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.136168] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.136411] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.136714] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.137013] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.137262] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.137527] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.137869] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.138133] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-11T20:36:43.138433] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.138687] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.138992] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.139328] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.139705] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.139820] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.140146] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.140456] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.140783] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.141041] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.141300] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.141538] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.141791] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.142022] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.142256] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.142492] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.142745] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.142979] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.143270] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.143554] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.143808] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.144046] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.144293] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.144524] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.144814] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.145128] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.145475] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.145560] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.145860] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-11T20:36:43.146089] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.146383] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.146649] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.146882] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.147127] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.147356] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.147599] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.147828] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.147926] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.147986] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.148269] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.148553] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.148808] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.149100] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.149381] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.149630] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.149859] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.150138] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.150386] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.150463] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.150692] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.150966] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.151034] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.151252] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.151475] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.151705] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.151797] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.152025] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.152322] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.152605] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.152853] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.153131] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.153379] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.153448] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.153672] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.153921] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.154163] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.154444] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.154674] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.154955] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.155246] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.155314] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.155604] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.155674] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.156008] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.156367] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.156638] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.156947] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.157242] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.157312] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.157553] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.157892] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.158156] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.158448] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.158740] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.158987] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.159274] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.159590] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.159842] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.160163] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.160432] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.160671] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.160738] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.160967] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.161218] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.161480] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.161549] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.161633] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.161863] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.162096] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.162331] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.162630] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.162864] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.163102] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.163180] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.163423] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.163710] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.163995] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.164293] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.164365] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.164650] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.164938] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.165187] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.165436] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.165728] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.165796] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.166021] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.166304] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.166383] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.166642] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.166720] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.166993] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.167221] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.167475] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.167729] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.168034] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.168340] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.168621] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.168899] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.169156] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.169391] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.169459] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.169758] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.170042] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.170325] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.170592] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.170828] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.171061] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.171354] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.171607] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.171676] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.171955] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.172022] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.172378] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.172628] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.172698] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.172986] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.173293] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.173602] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.173880] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.174119] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.174371] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.174631] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.174882] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.175128] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.175195] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.175471] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.175707] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.175948] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.176190] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.176476] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.176710] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.176985] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.177306] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.177609] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.177896] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.178188] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.178276] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.178558] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.178867] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.179158] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.179393] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.179660] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.179908] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.179979] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.180043] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.180113] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.180353] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.180596] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.180884] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.181171] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.181456] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.181701] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.181989] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.182278] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.182347] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.182407] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.182703] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.182769] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.182826] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.183099] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-11T20:36:43.183348] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.183817] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.184509] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.184646] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.184945] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.185296] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.185645] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.185966] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.186075] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.186421] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.186748] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.187106] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-11T20:36:43.187458] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.187802] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.188148] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.188244] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.188546] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.188669] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.188961] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.189256] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.189351] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.189428] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.189744] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.190047] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.190286] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.190532] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.190848] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.191130] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.191370] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.191448] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.191778] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.192070] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.192361] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.192630] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.192900] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.193221] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.193542] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.193853] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.194177] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.194497] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.194834] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.194922] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.195229] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.195549] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.195860] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.196146] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.196430] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.196699] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.197025] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.197313] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.197612] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.198072] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.198400] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.198670] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.198746] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.199001] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.199268] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.199533] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.199830] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.200103] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.200390] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.200468] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-11T20:36:43.200734] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.201000] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.201315] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.201393] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.201648] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.201974] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.202242] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.202528] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.202816] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.203107] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.203185] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.203256] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.203511] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.203800] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.204126] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.204420] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.204689] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.205003] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.205276] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.205543] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.205846] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.206115] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.206409] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.206727] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.207000] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.207283] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.207601] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.207952] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.208228] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.208551] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.208651] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.208967] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.209238] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.209556] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.209847] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.210118] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.210409] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.210735] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.211019] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.211332] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.211409] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.211742] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.211820] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.212098] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.212409] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.212480] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.212749] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.213061] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.213318] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.213402] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.213705] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.213776] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.214071] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.214322] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.214598] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.214898] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.215159] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.215453] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.215755] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.215828] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.216071] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.216372] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.216683] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.216947] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.217247] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.217503] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.217822] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.218163] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.218437] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.218740] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.218987] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.219055] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.219297] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.219684] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.219947] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.220218] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-11T20:36:43.220494] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.220803] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.221108] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.221426] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.221673] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.221939] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.222199] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.222444] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.222698] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.222946] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.223189] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.223269] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.223331] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.223604] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.223900] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.223967] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.224036] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.224325] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.224403] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.224660] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.224954] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.225247] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.225538] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.225859] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.226123] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.226363] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.226440] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.226734] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.227064] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.227328] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.227600] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.227905] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.228225] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.228293] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.228350] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.228643] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.228885] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.229129] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.229421] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.229488] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.229721] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.230012] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.230251] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.230319] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.230608] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.230903] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.231146] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.231442] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.231701] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.231944] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.232202] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.232492] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.232785] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.233046] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.233338] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.233595] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.233856] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.234151] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.234441] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.234700] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.235012] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.235264] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.235600] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.235848] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.236144] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.236392] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.236696] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.236765] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.237009] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.237278] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.237549] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.237867] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.238187] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.238481] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.238758] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.239031] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.239320] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.239596] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.239878] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.240213] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.240283] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.240606] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.240886] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.241166] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.241475] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.241746] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.242049] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.242357] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.242674] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.242984] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.243052] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.243300] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.243553] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.243836] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.243913] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.243983] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.244043] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.244315] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.244589] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.244906] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.245161] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.245494] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.245851] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.245923] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.246172] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.246457] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.246760] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.247038] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.247104] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.247333] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.247600] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.247896] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.248133] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.248381] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.248449] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.248694] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.248983] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.249052] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.249277] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.249344] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.249589] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.249875] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.250162] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.250445] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.250689] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.250937] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.251173] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.251406] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.251642] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.251880] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.252170] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.252431] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.252716] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.252961] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.253029] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.253262] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.253521] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.253830] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.253899] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.254134] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.254418] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.254660] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.254905] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.254971] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.255242] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.255308] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.255529] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.255628] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.255881] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.256168] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.256454] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.256523] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.256790] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.257023] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.257275] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.257510] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.257599] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.257829] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.258096] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.258331] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.258407] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.258644] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.258878] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.259176] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.259460] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.259528] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.259827] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.259895] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.260173] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.260458] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.260721] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.260790] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.261081] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.261396] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.261465] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.261699] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.262073] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.262439] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.262735] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.262804] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.263041] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.263335] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.263632] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.263712] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.263773] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.263847] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.263906] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.264191] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.264446] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.264684] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.264983] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.265266] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.265497] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.265749] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.266034] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.266314] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.266391] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.266675] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.266743] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.266803] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.267045] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.267115] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.267341] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.267410] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.267469] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.267700] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.268043] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.268463] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.268787] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.268866] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.268933] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.269233] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.269551] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.269646] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.269706] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.269969] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.270230] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.270472] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.270770] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.271064] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.271327] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.271610] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.271901] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.271969] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.272200] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.272268] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.272504] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.272595] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.272839] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.273124] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.273362] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.273635] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.273879] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.274167] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.274451] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.274749] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.274993] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.275232] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.275490] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.275558] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.275813] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.276113] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.276182] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.276241] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.276547] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.276643] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.276903] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.277151] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.277387] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.278450] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.278758] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.279060] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.279333] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.279646] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.279901] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.279971] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.280236] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.280536] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.280812] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.281106] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.281358] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.281626] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.281693] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.281984] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.282281] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.282520] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.282844] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.283133] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.283378] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.283616] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.283686] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.283934] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.284001] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.284281] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.284348] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.284599] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.284838] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.285108] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.285396] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.285462] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.285701] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.285986] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.286225] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.286489] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.286729] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.287019] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.287087] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.287146] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.287395] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.287632] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.287913] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.288232] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.288524] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.288615] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.288866] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.288944] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.289185] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.289433] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.289725] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.290021] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.290296] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.290604] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.290867] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.291156] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.291398] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.291657] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.291726] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.291985] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.292276] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.292344] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.292627] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.292884] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.293181] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.293470] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.293711] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.293967] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.294205] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.294440] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.294676] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.295005] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.295286] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.295534] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.295908] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.296277] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.296617] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.296884] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.297177] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.297476] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.297736] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.298017] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.298253] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.298493] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.298777] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.299073] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.299357] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.299424] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.299732] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.300046] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.300329] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.300559] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.300832] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.301066] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.301344] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.301596] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.301667] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.301951] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.302238] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.302470] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.302703] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.302988] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.303274] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.303512] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.303784] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.304072] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.304360] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.304646] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.304962] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.305246] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.305482] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.305766] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.306018] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.306315] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.306561] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.306873] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.307162] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.307403] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.307714] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.308004] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.308327] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.308597] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.308667] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.308922] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.309162] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.309229] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.309505] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.309820] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.310111] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.310398] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-11T20:36:43.310630] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.310863] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.311149] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.311431] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.311679] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.311925] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.312213] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.312447] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.312703] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.312956] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.313241] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.313309] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.313602] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.313896] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.314182] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.314412] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.314639] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.314924] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.315158] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.315226] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.315284] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.315524] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.315774] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.315854] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.316134] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.316367] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.316648] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.316885] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.317169] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.317453] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.317694] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.317934] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.318228] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.318481] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.318729] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.318973] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.319039] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.319311] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.319551] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.319647] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.319871] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.320103] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.320169] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.320442] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.320510] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.320781] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.320851] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.321097] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.321376] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.321443] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.321714] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.321942] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.322224] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.322449] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.322726] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.322974] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.323258] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.323538] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.323810] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.323878] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.324100] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.324331] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.324612] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.324866] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.325801] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.326048] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.326286] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.326539] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.326849] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.327095] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.327333] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.327619] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.327914] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.328152] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-11T20:36:43.328381] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.328611] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.328891] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.328959] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.329182] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.329452] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.329742] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.330024] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.330305] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.330602] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.330833] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.331115] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.331363] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-11T20:36:43.331609] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.331679] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.331958] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.332197] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.332267] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.332487] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.332742] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.332979] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.333229] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.333459] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.333704] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.333984] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.334261] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.334329] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.334600] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.334890] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.335142] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.335428] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.335707] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.335985] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.336214] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.336488] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.336735] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.337012] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.337288] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.337356] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.337602] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.337923] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.338178] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.338410] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.338658] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.338893] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.339122] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.339402] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.339633] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.339910] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-11T20:36:43.340193] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.340471] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.340751] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.341033] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.341264] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.341494] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.341723] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.341957] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.342210] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.342510] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.342788] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.343057] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.343125] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.343384] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.343674] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.343958] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.344249] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.344535] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.344818] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.344889] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.345165] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.345422] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.345690] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.345758] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.346043] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.346324] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.346568] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.346896] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.346963] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.347045] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.347272] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.347559] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.347877] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.348139] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.348431] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.348668] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.348903] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.349185] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.349422] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.349653] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.349721] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.349942] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.350196] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.350474] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.350706] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.350958] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.351237] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.351466] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.351533] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.351829] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.351902] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.352179] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.352460] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.352691] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.352987] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.353282] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.354227] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.354471] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.354711] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.354955] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.355254] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.355510] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.355778] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.356031] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.356280] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.356586] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.356838] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.357127] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.357407] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.357472] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.357694] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.357976] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.358213] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.358444] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.358728] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.358954] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.359196] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.359469] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.359750] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.360024] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.360255] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.360324] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.360600] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.360883] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.361135] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.361366] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.361597] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.361877] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.362107] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.362357] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.362637] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.362927] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.363159] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.363227] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.363508] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.363774] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.364008] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.364288] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.364539] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.364845] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.365109] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.365389] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.365456] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.365515] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.365823] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.365890] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.366125] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.366409] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.366477] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.366705] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.366772] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-11T20:36:43.367051] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.367287] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.367589] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.367922] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.368205] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.368274] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.368533] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.368804] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.369059] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.369359] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.369651] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.369936] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.370223] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.370291] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.370521] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.370824] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.371070] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.371324] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.371560] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.371827] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.372085] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.372381] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.372627] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.372919] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-11T20:36:43.373221] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.373561] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.373653] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.373989] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.374060] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.374131] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.374192] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.374520] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.374823] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.374899] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.375191] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.375475] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.375740] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.376033] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.376308] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.376559] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.376895] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.377172] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.377431] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.377726] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.378032] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.378283] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.378538] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.378810] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.379082] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.379391] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.379663] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.379968] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.380208] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.380441] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.380509] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.380740] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.380981] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.381265] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.381585] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.381880] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.382123] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.382192] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.382438] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.382725] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.383006] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.383290] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.383543] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.383833] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.383915] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.384178] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.384508] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.384857] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.385121] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.385425] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.385729] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.385984] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.386236] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.386539] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.386823] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.387065] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.387133] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.387368] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.387628] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.387933] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.388233] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.388530] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.388814] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.389080] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.389149] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.389387] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.389633] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.389927] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.389993] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.390278] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.390588] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.390878] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.391133] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.391209] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.391281] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-11T20:36:43.391539] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.391851] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.392093] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.392387] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.392645] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.392882] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.393184] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.393427] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.393717] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.393955] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.394022] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.394265] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.394554] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.394867] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.395158] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.395399] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.395694] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.395935] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.396224] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.396488] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.396729] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.396983] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.397271] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.397512] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.397616] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.397930] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.398011] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.398306] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.398564] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.398876] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.399155] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.399413] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.399709] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.399996] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.400297] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.400602] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.400847] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.401151] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.401219] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.401278] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.401513] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.401775] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.402023] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.402312] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.402554] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.402816] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.403068] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.403365] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.403433] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.403713] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.403999] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.404236] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.404531] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.404820] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.405075] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.405320] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.405557] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.405876] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.405942] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.406224] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.406513] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.406774] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.407070] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.407329] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.407592] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.407882] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.408156] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.408401] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.408697] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-11T20:36:43.408988] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.409275] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.409513] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.409790] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.409890] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.410148] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.410410] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.410701] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.410770] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.411053] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.411292] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.411358] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.411639] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.411929] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.412187] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.412445] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.412684] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.412924] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.413163] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.413453] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.413520] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.413829] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.414093] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.414350] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.414419] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.414656] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.414942] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.415228] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.415481] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.415720] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.415973] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.416041] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.416312] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.416600] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.416836] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.417132] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.417366] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.417609] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.417678] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.418014] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.418353] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.418649] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.418954] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.419034] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.419290] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.419606] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.419873] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.420149] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.420383] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.420690] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.420972] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.421219] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.421499] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.421786] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.421854] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.422133] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.422414] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.422661] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.422929] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.423168] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.423397] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.423464] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.423523] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.423818] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.424046] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.424319] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.424400] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.424637] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.424866] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.424943] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.425182] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.425407] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.425687] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.426009] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.426170] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.426499] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.426768] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.427056] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.427342] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.427627] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.427698] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.427757] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.428069] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.428309] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.428610] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.428860] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.429158] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.429436] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.429682] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.430105] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.430225] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.430533] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.430810] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.431107] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.431377] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.431631] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.431866] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.432091] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.432347] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.432609] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.432901] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.433130] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.433405] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.433750] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.434048] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.434321] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.434614] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.434981] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.435106] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.435385] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.435634] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.435876] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.436197] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.436481] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.436707] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.436932] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.437210] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.437483] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.437601] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.437835] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.437970] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.438311] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.438661] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.438936] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.439239] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.439308] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.439534] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.439868] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.440179] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.440411] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.440713] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.441016] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.441324] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.441638] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.441923] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.441993] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.442316] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.442609] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.442842] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.442910] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.443128] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.443407] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.443693] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.443976] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.444250] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.444313] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.444597] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.444874] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.445101] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.445339] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.445564] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.445809] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.446103] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.446400] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.446683] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.446749] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.446805] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.447076] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.447309] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.447598] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.447664] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.447908] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.448155] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.448233] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.448501] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.448773] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.449062] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.449338] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.449566] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.449843] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.450137] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.450201] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.450256] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.450311] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.450552] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.450864] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.451132] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.451197] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.451432] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.451496] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-11T20:36:43.451765] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.451829] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.451884] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.452152] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.452216] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.452272] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.452542] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.452844] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.453089] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.453320] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-11T20:36:43.453386] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.453604] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.453884] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.454110] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.454386] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.454451] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.454727] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.454973] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.455218] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.455500] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.455755] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.456030] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.456095] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.456151] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.456369] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.456446] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.456670] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.456734] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.457005] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.457070] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.457289] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.457533] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.457781] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.458037] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.458325] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.458559] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.458649] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.458889] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.459224] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.459475] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.459586] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.459820] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.460129] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.460417] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.460651] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.460945] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.461250] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.461488] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.461741] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.462035] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.462104] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.462332] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.462615] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.462895] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.463177] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.463403] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.463640] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.463965] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.464256] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.464536] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.464841] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.465077] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.465306] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.465600] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.465853] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.466162] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.466442] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.466797] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.467053] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.467293] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.467590] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.467888] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.468158] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.468229] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-11T20:36:43.468512] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.468820] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.469103] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.469363] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.469659] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.469737] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.469990] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.470279] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.470518] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.470614] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.470676] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.470931] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.471169] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.471424] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.471499] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.471734] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.472031] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.472267] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.472346] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.472599] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.472669] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.472727] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.472952] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.473215] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.473589] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.473840] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.473925] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.474213] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.474459] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.474735] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.475041] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.475334] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.475639] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.475735] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.476011] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.476307] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.476546] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.476798] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.477052] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.477128] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.477189] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.477249] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.477525] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.477839] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.478128] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.478198] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.478477] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.478765] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.479063] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.479378] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.479478] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.479559] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.479906] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.480195] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.480273] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.480523] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.480862] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.481129] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.481371] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.481625] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.481711] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.481996] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.482286] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.482560] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.482864] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-11T20:36:43.483095] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.483327] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.483600] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.483875] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.484133] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.484202] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.484483] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.484775] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.485059] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.485350] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.485632] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.485919] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.486161] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.486444] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.486692] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.486939] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.487192] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.487266] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.487564] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.487876] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.488177] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.488461] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.488531] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.488616] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.488898] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.489181] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.489471] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.489742] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.489975] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.490279] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.490517] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.490775] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.491094] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.491354] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.491643] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.491901] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.492136] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.492370] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.492602] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.492884] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.493132] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.493365] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.493596] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.493879] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.494126] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.494405] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.494473] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.494541] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.494788] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.495071] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.495353] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.495637] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.495933] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-11T20:36:43.496182] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.496462] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.496743] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.497034] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.497282] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.497515] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.497814] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.498123] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.498190] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.498463] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.498527] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.498819] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.498885] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.499161] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.499395] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.499640] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.499922] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.500164] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.500229] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.500496] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.500561] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.500830] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.501078] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.501305] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.501598] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.501890] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.502136] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.502364] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.502641] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.502912] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.503151] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.503216] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.503429] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.503656] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.503913] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.504156] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.504431] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.504685] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.504913] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.505186] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.505459] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.505709] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.505775] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.506041] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.506319] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.506566] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.506826] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.507105] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.507379] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.507608] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.507871] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.508153] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.508440] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.508717] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.509004] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.509235] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.509515] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.509812] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.509894] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.510126] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.510351] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.510417] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.510636] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.510907] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.511181] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-11T20:36:43.511406] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.511471] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.511739] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.511804] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.511860] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.512978] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.513218] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.513503] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.513760] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.513834] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.514126] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.514363] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.514605] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-11T20:36:43.514671] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.514727] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.515002] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.515228] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.515504] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.515590] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.515864] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.516094] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.516359] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.516604] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.516882] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.517160] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.517231] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.517499] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.517563] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.517644] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.517898] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.518139] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.518207] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.518431] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.518710] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.518988] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.519057] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.519279] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.519510] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.519765] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.519857] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.520103] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.520386] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.520667] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.520972] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.521047] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.521272] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.521593] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.521825] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.522054] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.522297] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.522596] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.522681] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.522907] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.523157] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.523438] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.523730] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.523800] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.524072] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.524351] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.524632] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.524865] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.525111] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.525339] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.525589] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.525872] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.526100] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.526169] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.526441] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.526510] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-11T20:36:43.526769] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.527051] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.527119] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.527393] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.527624] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.527916] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.527986] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.528262] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.528541] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.528849] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.529130] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.529376] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.529657] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.529887] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.530167] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.530396] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.530678] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.530935] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.531221] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.531504] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.531603] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.531855] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.532099] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.532395] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.532657] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.532950] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.533200] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.533477] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.533709] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.533988] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.534218] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.534297] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.534528] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.534838] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.534912] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.534971] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.535212] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.535440] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.535721] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.535966] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.536035] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.536258] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.536536] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.536628] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.536903] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.537149] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.537379] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.537659] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.537956] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.538214] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.538493] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.538737] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.538806] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.539054] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.539300] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.539548] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.539874] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.540156] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.540436] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.540717] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.540948] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.541230] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.541467] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.541755] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.541993] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.542279] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.542524] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.542819] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.543147] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.543222] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.543290] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.543348] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.543619] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.543848] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.544078] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.544345] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.544594] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.544878] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.545108] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.545336] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.545631] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.545914] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.546196] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.546476] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.546543] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.546625] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.546853] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.547088] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.547336] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.547403] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.547675] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.547742] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.548018] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.548303] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.548555] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.548830] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.549084] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.549361] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.549643] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.549890] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.549969] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.550252] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.550485] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.550551] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.550859] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.551103] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.551382] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.551663] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.551892] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.552180] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.552410] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.552665] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.552929] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.553176] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.553246] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.553305] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.553537] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.553807] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.554053] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.554336] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.554625] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.554878] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.555119] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.555356] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.555608] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.555837] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.556079] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.556346] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.556635] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.556714] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.556997] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.557229] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.557462] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-11T20:36:43.557539] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.557836] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.558153] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.558402] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.558682] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.558962] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.559240] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.559496] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.559725] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.559953] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.560178] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.560243] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.560481] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.560760] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.561044] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.561271] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.561335] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.561591] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.561658] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.561929] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.562154] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.562381] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.562608] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.562890] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.562956] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.563012] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.563248] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.563312] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.563599] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.563878] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.563943] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.564213] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.564294] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.564512] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.564596] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.564822] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.564888] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.565156] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.565382] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.565658] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.565908] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.566143] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.566425] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.566671] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.566941] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.567162] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.567429] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.567653] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.567730] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.567955] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.568248] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.568500] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.568756] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.568991] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.569221] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.569501] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.569587] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.569862] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.570111] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.570349] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.570631] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.570913] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.571144] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.571393] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.571672] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.571922] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.572212] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.572493] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.572824] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.573059] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.573289] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.573586] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.573869] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.574151] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.574385] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.574625] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.574884] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.575150] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.575383] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.575666] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.575912] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.576190] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.576292] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.576597] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.576830] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.577107] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.577353] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.577598] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.577833] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.578101] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.578368] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.578647] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.578927] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.579207] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.579275] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.579333] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.579565] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.579669] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.579894] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.580172] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.580447] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.580678] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.580964] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.581249] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.581496] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.581728] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.581960] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.582191] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.582478] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.582727] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.582958] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.583239] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.583516] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.583768] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.584015] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.584303] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.584608] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.584847] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.584930] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.585185] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.585417] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-11T20:36:43.585649] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.585890] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.586187] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.586467] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.586747] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.587041] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.587110] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.587389] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.587620] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.587920] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.588188] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.588455] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.588721] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.588795] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-11T20:36:43.589059] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.589141] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.589421] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.589657] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.589947] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.590026] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.590248] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.590524] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.590618] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.590910] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.591339] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.591617] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.591862] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.592095] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.592328] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.592556] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.592871] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.593119] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.593364] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.593644] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.593712] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.593940] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.594170] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.594459] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.594705] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.594982] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.595259] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.595486] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.595725] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.595956] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.596202] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.596456] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.596704] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.596772] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.596831] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.597244] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.597485] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.597723] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.598018] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.598287] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.598596] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.598667] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.598725] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.598949] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.599211] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.599501] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.599753] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.600036] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.600315] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.600560] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.600826] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.600900] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.600959] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.601201] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.601448] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.601730] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.601960] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.602205] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.602450] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.602538] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.602786] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.603044] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.603292] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.603359] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.603614] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.603913] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.603984] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.604043] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.604310] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.604596] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.604842] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.605121] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.605350] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.605597] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.605679] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.605739] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.606018] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.606297] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.606596] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.606833] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.607071] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.607321] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.607560] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.607899] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.608137] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.608378] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.608627] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.608695] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.608967] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.609214] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.609283] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.609732] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.610033] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.610323] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.610625] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.610914] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.611224] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.611480] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.611770] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.612002] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.612285] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.612531] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.612784] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.613074] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.613354] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.613603] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.613884] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.614121] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.614408] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.614688] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.614774] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.615015] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.615082] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.615140] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.615373] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.615602] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.615837] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.616141] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.616208] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.616449] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.616726] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.617002] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.617280] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.617509] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-11T20:36:43.617759] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.618016] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.618274] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.618551] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.618806] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.619062] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.619310] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.619540] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.619635] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.619695] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.619985] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.620244] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.620524] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.620825] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.621057] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.621304] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.621547] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.621820] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.622116] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.622392] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.622701] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.622799] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.622879] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.623172] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.623453] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.623521] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.623786] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.623868] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.624166] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.624446] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.624681] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.624959] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.625241] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.625521] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.625835] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.626082] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.626149] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.626370] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.626601] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.626839] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.627124] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.627402] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.627478] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.627560] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.627899] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.628170] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.628435] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.628716] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.628976] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.629225] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.629473] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.629703] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.629942] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.630230] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.630504] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.630596] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.630872] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.631170] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.631447] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.631744] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.632022] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.632270] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.632549] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.632804] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.632887] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.633118] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.633345] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.633622] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.633877] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.633958] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.634190] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-11T20:36:43.634432] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.634500] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.634752] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.634987] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.635264] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.635509] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.635760] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.635830] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.636110] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.636389] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.636710] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.636961] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.637206] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.637479] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.637721] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.637979] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.638218] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.638497] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.638565] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.638817] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.639094] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.639341] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.639409] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-11T20:36:43.639683] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-11T20:36:43.639914] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.640153] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.640227] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.640467] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.640832] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.641112] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.641363] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.641595] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.641663] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.641903] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.642179] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.642455] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.642730] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.643015] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.643273] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.643519] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.643771] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.644003] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.644251] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.644497] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.644728] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.644960] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.645206] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.645452] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.645682] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.645750] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.645810] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.646084] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-11T20:36:43.646163] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.646407] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.646474] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.646745] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.646980] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.647236] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.647305] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.647528] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.647833] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.648125] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.648373] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.648646] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.648727] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.648952] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.649230] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.649513] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.649776] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.650004] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.650229] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.650455] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.650530] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.650822] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.651101] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.651377] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.651606] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.651884] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.652173] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.652500] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.652760] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.653002] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.653068] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.653297] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.653363] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.653609] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.653895] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.654148] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.654433] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.654711] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.654987] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.655268] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.655553] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.655862] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.656146] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.656394] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.656458] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.656708] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.656773] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.657053] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.657338] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.657622] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.657922] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.658163] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.658394] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.658627] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.658875] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.659104] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.659385] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.659666] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.659980] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.660289] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.660524] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.660783] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.661020] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.661253] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.661504] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.661783] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.662019] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.662275] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-11T20:36:43.662555] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.662810] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.663053] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.663304] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.663603] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.663674] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.663907] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.664158] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.664464] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.664713] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.664989] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.665057] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.665327] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.665395] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.665633] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.665867] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.666160] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.666458] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.666706] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.666957] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.667260] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.667491] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.667736] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.668004] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.668258] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.668491] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.668559] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.668873] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.669126] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.669376] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.669628] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-11T20:36:43.669704] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.669932] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.670214] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.670447] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.670516] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.670804] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.671081] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.671306] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.671533] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.671822] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.672102] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.672375] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.672652] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.672721] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.672995] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.673268] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.673491] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.673763] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.674016] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.674256] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.674324] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.674560] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.674859] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.675111] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.675183] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.675449] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.675719] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.675970] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.676039] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.676307] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.676375] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.676617] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.676894] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.677165] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.677440] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.677664] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.677943] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.678012] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.678283] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.678526] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.678794] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.679057] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.679332] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.679399] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.679458] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.679679] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.679963] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.680211] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.680453] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.680727] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.681001] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.681226] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.681504] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-11T20:36:43.681777] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.682065] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.682137] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.682407] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.682665] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.682924] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.682993] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.683222] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.683497] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.683780] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.683852] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.684099] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.684396] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.684701] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.684983] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.685214] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.685453] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.685735] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.685966] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.686197] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.686478] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.686728] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.686961] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.687029] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.687090] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.687361] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.687429] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.687652] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.687943] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.688179] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.688461] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.688702] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.688974] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.689238] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.689491] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.689762] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.690015] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.690273] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.690603] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.690895] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.691168] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.691418] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.691731] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.692050] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-11T20:36:43.692118] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.692447] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.692719] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.692990] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.693234] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.693475] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.693761] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.694067] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.694135] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.694414] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.694700] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.694983] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.695217] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.695513] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.695795] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.696051] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.696298] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.696543] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.696647] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.696937] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.697235] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.697495] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.697784] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.698077] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.698145] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.698201] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.698484] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.698748] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.698815] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.699076] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.699140] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.699440] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.699749] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-11T20:36:43.699999] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.700265] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.700527] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.700796] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.701091] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.701338] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.701633] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.701947] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.702216] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.702281] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.702590] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.702851] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.703149] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.703442] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.703689] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.703765] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.704050] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.704314] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.704560] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.704891] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.705194] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.705500] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.705799] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.706054] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.706306] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.706370] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.706612] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.706862] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.707092] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.707327] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.707592] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.707825] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.708089] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.708162] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.708443] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.708722] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.708970] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.709249] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.709315] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.709558] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.709813] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.709879] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.710149] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.710398] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.710627] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.710869] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.710953] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.711237] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.711301] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.711531] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.711866] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.712166] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.712415] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.712663] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.712909] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.713149] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.713214] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.713279] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.713532] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.713803] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.714119] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.714365] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.714430] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.714486] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-11T20:36:43.714782] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.715041] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.715106] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.715367] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.715666] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.715958] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.716248] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.716488] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.716797] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.717087] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.717340] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.717407] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.717689] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.717936] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.718197] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.718490] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.718782] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.718859] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.719157] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.719415] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.719704] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.719971] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.720228] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.720484] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.720737] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.721030] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.721324] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.721614] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.721682] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.721967] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.722260] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.722519] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.722829] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.723121] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.723202] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-11T20:36:43.723263] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.723548] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.723822] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.724080] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.724342] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.724599] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.724893] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.725130] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.725197] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.725433] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.725723] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.726013] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.726081] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.726332] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.726605] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.726675] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.726975] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.727243] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.727513] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.727826] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.728134] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.728379] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.728672] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.728972] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.729273] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.729587] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.729843] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.730114] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.730385] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.730467] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.730764] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-11T20:36:43.731067] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.731376] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-11T20:36:43.731678] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.732012] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.732292] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.732558] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.732901] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.733155] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.733461] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.733718] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.734018] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.734304] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.734598] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.734915] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.734982] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.735288] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.735550] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-11T20:36:43.735888] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.736140] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.736401] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.736684] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.736931] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.737002] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.737233] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.737479] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.737718] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.740886] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.741022] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.741092] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.741458] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.741542] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.741846] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.742148] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.742401] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.742704] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.743024] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.743342] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.743624] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.743934] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.744188] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.744426] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.744716] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.744799] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.745032] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.745314] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.745606] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.745845] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.746098] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.746336] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.746594] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.746830] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.747117] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.747381] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-11T20:36:43.747650] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.747918] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.748169] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.748239] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.748486] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.748782] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.749090] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.749331] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-11T20:36:43.749568] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.749891] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.750153] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.750412] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.750698] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.750767] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.750997] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.751284] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.751543] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.751850] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.752111] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.752397] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.752695] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.752938] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.753175] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.753462] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.753695] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.753772] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.754057] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.754350] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.754611] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.754852] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.755141] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.755210] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.755487] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.755721] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.755981] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.756216] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.756470] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-11T20:36:43.756705] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.756957] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.757242] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.757491] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.757775] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.758033] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.758293] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.758601] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.758852] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.758920] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.758980] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.759038] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.759309] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.759660] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.759734] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.759800] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.760082] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.760150] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.760426] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.760708] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.760950] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.761217] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.761306] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.761607] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-11T20:36:43.761846] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.761920] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.761988] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-11T20:36:43.762267] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.762337] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.762407] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.762637] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.762706] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-11T20:36:43.762981] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.763269] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.763537] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-11T20:36:43.763816] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-11T20:36:43.764079] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.764330] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.764609] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.764905] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.764976] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.765208] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.765450] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.765520] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.765770] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-11T20:36:43.766023] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.766287] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.766597] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.766841] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-11T20:36:43.767079] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.767362] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.767602] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.767901] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.768209] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.768496] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.768783] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.769020] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-11T20:36:43.769090] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-11T20:36:43.769332] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.769618] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.769859] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-11T20:36:43.770113] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.770398] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-11T20:36:43.770652] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.770919] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.771233] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.771324] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.771611] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-11T20:36:43.771926] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.772173] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.772243] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-11T20:36:43.772471] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.772733] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-11T20:36:43.773020] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.773255] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.773538] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-11T20:36:43.773883] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.774149] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-11T20:36:43.774219] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.774464] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.774699] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-11T20:36:43.774947] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.775179] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-11T20:36:43.775457] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-11T20:36:43.775527] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-11T20:36:43.775777] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-11T20:36:43.776015] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.776084] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-11T20:36:43.776307] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-11T20:36:43.776606] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-11T20:36:43.776884] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.777180] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-11T20:36:43.777250] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-11T20:36:43.777487] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-11T20:36:43.777777] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-11T20:36:43.777868] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-11T20:36:43.779540] [INFO ] [LOCAL     ] Saved consolidated report: 3602 forecasts -> ./output/forecasts/full/2025-12-12.txt
[2025-12-11T20:36:43.779615] [INFO ] [sig       ] [43/43] Successfully generated report for 2025-12-12: 3602 entries
[2025-12-11T20:36:43.779651] [INFO ] [sig       ] ==================================================
[2025-12-11T20:36:43.779681] [INFO ] [sig       ] Report generation complete: 43/43 reports succeeded
[2025-12-11T20:36:44.476655] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-11T20:36:44.476898] [INFO ] [sig       ] Email notification sent
[2025-12-11T20:36:44.477805] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-11T20:36:44.478754] [INFO ] [STATE     ] Last completion updated: 2025-12-11T20:36:44.478642